{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "%matplotlib inline\n",
    "plt.rcParams[\"font.sans-serif\"] = [\"SimHei\"]\n",
    "import matplotlib as mpl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib as mpl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x500 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def scatter_with_cmap(cmap):\n",
    "    x = np.arange(1,13,1)\n",
    "    y = np.random.randint(1,16,size=12)\n",
    "    labels = [\"Python\",\"Java\",\"C++\",\"C\",\"SQL\",\"JS\",\"Go\",\"HTML\",\"R\",\"C#\",\"CSS\",\"TypeScript\"]\n",
    "    \n",
    "    fig = plt.figure(figsize=(10,5),dpi=100)\n",
    "    ax =  fig.add_subplot(1,1,1)\n",
    "    ax.xaxis.set_ticks(x)\n",
    "    ax.xaxis.set_ticklabels(labels,family=\"fantasy\")\n",
    "    ax.set_title(\"团队熟悉某语言的开发者数量分布\")\n",
    "    \n",
    "    norm = mpl.colors.Normalize(vmin=0,vmax=16)\n",
    "    sc = mpl.cm.ScalarMappable(norm,cmap=cmap)\n",
    "    \n",
    "    dot = ax.scatter(x,y,s=500,c=y,cmap=sc.get_cmap())\n",
    "    \n",
    "#     cb = fig.colorbar(sc,ax=ax,orientation=\"vertical\")\n",
    "#     cb.set_label(\"ColorBar\")\n",
    "#     cb.set_ticks(np.arange(2,15,4))\n",
    "#     cb.set_ticklabels([\"较少\",\"平均\",\"较多\",\"很多\"])\n",
    "    \n",
    "    cax,_ = mpl.colorbar.make_axes(ax,location=\"bottom\",shrink=0.8,pad=0.15,anchor=(0.5,1),\n",
    "                                  fraction=0.06,aspect=50)\n",
    "    cb = fig.colorbar(sc,cax=cax,orientation=\"horizontal\")\n",
    "    cb.set_ticks(np.arange(2,15,4))\n",
    "    cb.set_ticklabels([\"较少\",\"平均\",\"较多\",\"很多\"])\n",
    "    cb.set_label(\"数量情况\")\n",
    "    for t in cax.get_xticklines():\n",
    "        t.set_visible(False)\n",
    "    cax.tick_params(labeltop=True,labelbottom=False,pad=1)\n",
    "    cax.spines[\"top\"].set_visible(False)\n",
    "\n",
    "# 选择一种内置颜色映射“cool”\n",
    "cool = mpl.colors.LinearSegmentedColormap.from_list(\"rainbow\",list(zip([0.0,1.0],[\"#fdbaf8\",\"#e93b81\"])))\n",
    "scatter_with_cmap(cool)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 接下来演示如何定制图例"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 用四个同一个坐标系中的四个柱状图作为例子\n",
    "# 准备数据\n",
    "data = np.random.randint(1,20,size=(4,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 3,  4,  4,  9,  8],\n",
       "       [ 7, 12, 16,  4, 12],\n",
       "       [14, 13, 14, 15,  7],\n",
       "       [18,  4,  8,  9,  3]])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "colors = [\"#cdc7be\",\"#a7d0cd\",\"#7b6079\",\"#de8971\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def set_example(data,colors):\n",
    "    '''\n",
    "    data: 二维数据，每一行都会被渲染成一个直方图\n",
    "    colors: 直方图的颜色，颜色数量与data的行数保持一致\n",
    "    '''\n",
    "    \n",
    "    fig = plt.figure(figsize=(10,5),dpi=100)\n",
    "    ax = fig.add_subplot(1,1,1)\n",
    "    \n",
    "    base_x = np.arange(1,12,2.4)\n",
    "    ax.bar(base_x-0.5,data[0],color=colors[0],width=-0.5,align=\"edge\",edgecolor=\"white\")\n",
    "    ax.bar(base_x,data[1],color=colors[1],width=-0.5,align=\"edge\",edgecolor=\"white\")\n",
    "    ax.bar(base_x+0.5,data[2],color=colors[2],width=-0.5,align=\"edge\",edgecolor=\"white\")\n",
    "    ax.bar(base_x+1,data[3],color=colors[3],width=-0.5,align=\"edge\",edgecolor=\"white\")\n",
    "    \n",
    "    ax\n",
    "    \n",
    "    ax.xaxis.set_ticks(np.arange(1,12,2.4))\n",
    "    ax.xaxis.set_ticklabels([\"Beijin\",\"Shanghai\",\"Wuhan\",\"Changsha\",\"Nanjin\"],family=\"fantasy\")\n",
    "    ax.yaxis.set_ticks(np.arange(1,25,3))\n",
    "    \n",
    "    ax.legend([\"Measure-1\",\"Measure-2\",\"Measure-3\",\"Measure-4\"],prop=dict(family=\"fantasy\",size=10),\n",
    "              loc=\"lower left\",edgecolor=\"black\",bbox_to_anchor=(0,1.,1,0.12),ncol=4,borderpad=0.6,labelspacing=0.7,handlelength=1.5,\n",
    "              handletextpad=1,mode=\"expand\",borderaxespad=2\n",
    "             )\n",
    "set_example(data,colors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {},
   "outputs": [],
   "source": [
    "data2 = np.random.randint(1,20,size=10)\n",
    "colors = [\"#31326f\",\"#9ddfd3\",\"#e84545\",\"#ffc93c\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib.legend import Legend"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 213,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No handles with labels found to put in legend.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def config_axes(ax,data):\n",
    "    base_x = np.arange(1,11,1)\n",
    "    comm_style = {\n",
    "        \"markersize\":10,\n",
    "        \"marker\":\".\"\n",
    "    }\n",
    "    \n",
    "    line1, = ax.plot(base_x,data + 1 + np.random.randint(1,4,size=10),color=colors[0],**comm_style)\n",
    "    line2, = ax.plot(base_x,data + 2 + np.random.randint(1,4,size=10),color=colors[1],**comm_style)\n",
    "    line3, = ax.plot(base_x,data + 3 + np.random.randint(1,4,size=10),color=colors[2],**comm_style)\n",
    "    line4, = ax.plot(base_x,data + 4 + np.random.randint(1,4,size=10),color=colors[3],**comm_style)\n",
    "    \n",
    "    \n",
    "    ax.xaxis.set_ticks(np.arange(1,11,2))\n",
    "    ax.xaxis.set_ticklabels([\"Beijin\",\"Shanghai\",\"Wuhan\",\"Changsha\",\"Nanjin\"],family=\"fantasy\")\n",
    "    ax.yaxis.set_ticks(np.arange(0,25,2))\n",
    "    \n",
    "    return line1,line2,line3,line4\n",
    "    \n",
    "def set_example2(data,colors):\n",
    "    \n",
    "    fig = plt.figure(figsize=(10,5),dpi=100)\n",
    "    ax = fig.add_subplot(1,1,1)\n",
    "    \n",
    "    line1,line2,line3,line4 = config_axes(ax,data)\n",
    "    \n",
    "    common_config = {\n",
    "        \"prop\":dict(family=\"fantasy\",size=10),\n",
    "        \"ncol\":2\n",
    "    }\n",
    "    \n",
    "    # 左上角图标\n",
    "    legend1 = Legend(ax,handles=[line1,line2],labels = [\"Line-1\",\"Line-2\"],loc=\"upper left\",\n",
    "                     **common_config)\n",
    "    ax.add_artist(legend1)\n",
    "    # 右上角图标\n",
    "    legend2 = Legend(ax,[line3,line4],[\"Line-3\",\"Line-4\"],loc=\"upper right\",**common_config)\n",
    "    ax.add_artist(legend2)\n",
    "    \n",
    "    patch1 = legend1.get_frame()\n",
    "    patch1.set_facecolor(\"#dbf6e9\")\n",
    "    \n",
    "    ax.legend();\n",
    "    \n",
    "set_example2(data2,colors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 220,
   "metadata": {},
   "outputs": [],
   "source": [
    "data2 = np.random.randint(1,20,size=10)\n",
    "colors = [\"#31326f\",\"#9ddfd3\",\"#e84545\",\"#ffc93c\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 252,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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2su3xHJsSueZCQojoFfaSIpqmnQ68B4xSSq1tansj5wg1UrlTrqkUQgghuoD856HgTUIHSwNkXgpZ4zu6qrA5/T5+rCjab3mOdA5LSG2T5Tl8eXm4Fy/G9fnnqKqDXzam6i5LDRVhtZgYTP366SFzz1d2Npqx6WVMPIEAqyqLWVtVvwzKYQmpHJXUccugCLE/uaYy+oQ1UqlpWl9gIXDjfoEy5PbGKKU8gKfB8eGUIYQQQojOLHYojY9Uond37cQCKsiaqjJWVZTgV/p1obmxSYxI7k6MqXUjrMHaWtxffolryRL8Gzbs3V5hsPJNbQxjbQ409m18q5T+aj6dcRITbjsTa+Eu/Js349uyBf/WrSinE9/q1fhWr64/yGLBlJODuV+/+lHNnBw0676jkFajkZEpmQyMS2GZo4BdrhpWV5WyubaCEUndyY1LkvdpQogmhdP91Y6+BuW3wJ0N7go0sr1WNfPk0v1VCCGE6CKUH9bcAM6NdRuM7BMwcyZB+lmRqKxJSinyXdUsKy+k2u8FIM1iZ1RqJt2sMa06r2/1alyLF+P+5hvw1H2ubjJR3f8wnl7t5NtKE/GJsdx+VAIjV39xQPfXea5eLHEl0KNHCnPmjGPI4Cz93H4//vx8/Js360Fz82b8W7agnM4DCzEYMGVnHzB91hAbu7fOna4alpUXUNXw+adk0s3W8ucvRLhkpDL6hBMqzwf+E+KuOwjdmCdHKbWtmeeWUCmEEEJ0BQUL9emvxngYMAcqvm2wTuXZYOsV6QpDcnj1pjW73bUA2I0mjknuTr/Ylo/UBUpLcX/6Ka4lSwjs3r13u7F3b2xnnME/d2k88/q3AAw9LJvZs8eRmZnMjpWr2fpK/TqVfa+9DFd8MnffPZ+du8owm41MnHghF/zxdyFrU8EggYIC/Fu24Nu0ae93VVkZsk5jjx77TJ819OvLeqNiVUUxvrqR2n6xiYxIziC2lSO1QjSHhMroE/Y1le1ShIRKIYQQIvq5dsBv40B5IedeSD8z0hU1yRPw83NFMeuqy/deUzg0MY0jE9NadE2h8vnwLFuGa/FivCtXQlAPZVpMDLYTT8Q+ZgzV3XsxZcobLF2mT3+9+OLjuevO87FYDn5VUnW1k2n3v8nXX/8GwDlnH8PkyRdjt1uarkspgmVl9aOZddNng0VFIfc3pKZi6NeXoh4Z5GWmUpXVC19aCkckdWNoQlqbXFMqRGMkVEYfCZVCCCGEaD0VhPW3QfUvkHAMDHxs3wsDO5mgUmyoLuenimI8wQAAvWMSOCY5gwRz0yFtf/4dO3AtXozr00/3GRE0Dx2KfcwYbCecgGa38+vqbUya9CpFRRXYbBam3PcnzjprRPPrDgZ57bUvePqZRQSDiv79ezB3zjiys9PDrhkgWFWlX5u5Z0Rz82YCO3fWdQbalzfGTlV2L1y9s+g+ZCgZQw7H1KtXsxoCCREOCZXRR0KlEEIIIVqv+H3Y9hgY7HD4ArBmRrqiRu2uu27Q4dOvbUw2WxmZkkmPMNdpDDqduL/+GvfixfjWrdu73ZCSgu3007GPHo2plz7dVynFP9/5lscffx+/P0Dv3unMnXMtubkte51WrNjEPfcuoLy8hrhYGw8+eBknn3xEi851wPNyufBv3brP9Fn/tm3g9x+4s9WqNwNq2H22d280S/jBXIg9JFRGHwmVQgghhGgdTxGsvgqCTsi+HTIuinRFIVX7vCx3FLLdqb9HtRqMDE/qxsD4FAzNHFVVSuFbswbXkiV4vv4a5XbrdxgMWEeOxDZmDNZjj91n9M7p9DBj5tssWfIzAKedeiTTpl1KXJytVc+npKSSSZNeZdUveQBcddUp3HLzWEymth85VD4f/u3b8WzaRNHa1fg2byZ+525MHu+BO5tMmHr3rm8GlJuLqW9fDHZ7m9cluiYJldFHQqUQQgghWk4p2DgJKn+AuKEw+GnQOtd0SF8wwC+VpaypLCWAQgMGxacwPKkbVmPzVlcLlJfj/uwzXIsX69ND6xh79dKnt552GsaUlAOO25pXyN13zycvrwiT0cDtfzuXyy49sc2W6fD5Ajz11Ee8sfArAIYP78fDD11Fenpim5y/MTV+LytKCyjO20xi/i6S83fRY3cx1m07UNXVBx6gaRh79twnaJpzczHI+z4RgoTK6COhUgghhBAtV/opbJ0OmhmG/gPsOZGuaC+lFFtqK1jhKMIV0KduZtpiGZWSSbKl6VFCFQjgWb4c9+LFeJYt29t0B6sV20knYR8zBvOQIY0GxCWf/MT06W/jcnlJT09k9iNXc9RRfdvs+TX02WereHD6W9TWekhLTeDhR67m6OH92uWxGip017K0vIByrz5im2iyMDJgJG1n4T7TZ4OlpSGPN3Trtu9amrm5GNLSZG3MQ5yEyugjoVIIIYQQLeNzwOorwV8JPa+DnldHuqK9SjxOlpYXUOJxARBvMnNsSibZ9vgmA4t/505cS5bg/vRTguXle7ebhwzBNno0thNPxBDT+LqNPp+fJ5/8kLfe/j8ARozoz8MPXUVqanwbPLPGbd9ezN13z2fzlgKMRgO33nI2V155crsHtKBSbKpx8KOjCHdd06MsezzHpmSQaLbq+zgcekOgBt1nGy6z0pCWmLjPaKYpNxdjZiZaEx1n/bt26SPJRUUYu3fHPmYMpp492/bJdkGd8XWTUBl9JFQKIYQQomW2TIeyT8HeDw57CQyRX8PQ6fex0lHE5toKAEyagaOS0jksIRWj1ngoUS4X7m++wbV4Mb7fftu7XUtMxL6n6U7v3k0+flFRBZMmv8qvv24DYNw1p3LjjWe1y3WOobhcHmY99C/++9+VAJxyyhHcP+1S4uPb/3pGTyDAqspi1laV7V2e5bCEVI5MSscSYnmWYG2t3gSoYUOg7dvrR4Qb0GJiMPXtu+91mtnZaCZ9+rJryRKqHn9c7zis1N7vCXfdhf2MM9r7qUetzvq6SaiMPhIqhRBCCBE+x3ewaTJggCEvQNygiJbjDwZZU1XGL5Ul+JUeSvrHJXF0UndiTKHDrlIK3/r1uBcvxv3VVyiXPqqJwYDlmGOwjx6NdeRINHPzwvKy5Ru5997XcDhqiIuzMWP6FZx44tA2eX7hUErx7rvf8ehj/8HnC5CVlcbcudcyoH+PDnn8Sp+HZeUF7HTVAGAzGBmRnEH/uKQmR02V14s/L08fzdwTNvPywBuiIZDZjCknB2NGBp5vvgm5DAqaRuorr0R85K0z8u/aRdm113bK101CZfSRUCmEEEKI8ARq4dcrwVcCGZdC9k0RK0UpxQ5nNcsdBVT7fQCkW+yMSs0k3Rp6imqwogLXZ5/hWrKEwPbte7cbe/TAPno0ttNPx5iW1uwagsEgr8z/jOef/x/BoGLgwJ7MmT2OrKzmn6M9rFmzg7snzqew0IHNaubeey/m7LOP7bDHz3dWs6y8gCq/HghTLTZGpWTS3RYb1nlUIEBgx44Dps8qp7NZx2uxsdIQKIRgVRWqtjb0nQYDMRdfTPxf/tKxRdWRUBl9JFQKIYQQIjzbHoXiD8DaC4bOB2PrlsZoKYfXzdLyAgrc+hvjGKOJEckZ9ItNPGBETAUCeH/8EdfixXh++AEC+rV/WK3YTjhBb7pz+OFhX39YVeVkytQ3+PbbtQCcf94oJk68AJutc6zTWFFRy5Spr/P99+sBuOCC33H3hAuwWjtmqnJABVlXVc7PFcX46kaQ+8YmckxyBrGNjCA3hwoGCRQW4t+8mZrXXiOwY0dblSxAXyLnD38g6d57I/LwEiqjj4RKIYQQQjRf1c+w/jb99qB5kDCsw0vwBPz8VFHM+upyFGBEY2hiGkckpmHe79o9/+7duJcswfXpp/t0IDUNHKiPSp58MobY8EbO9li7Lp+JE+eze3c5FouJyZMu4vzzR7XmqbWLYDDIyy9/wgsvLkEpxeDBWcydcw09eqR2WA2ugJ8fHUVsrHEAYNI0jkhMZ2hCGqYmGvA0pfof/8D5r3+FvBYTgwHbKadgP+ecVj1GV+T66CPcX3zR6OsmI5UiHBIqhRBCCNE8QQ+svgY8OyH9XMi5u2MfXinWV+ujXp66LqN9YhI4JjmDeHP9yKByu3F/+y2uJUvw/fLL3u1afDz2007DNmYM5pyWL32ilOL995cye857eL1+evVMZc6ccQwa1KvlT64DfP/9Ou6b8jqVlU4SEmKYOeMKjj9+SIfWUOZxsbS8gCKPPnU11mjm2JQM+sQktLhLbWe+NrAz68yvm4TK6COhUgghhBDNk/8cFLwJ5jQ4/HUwxXXYQ+921bC0vIAKnweAZLOVkSmZ9LDrNSil8G/ahGvxYtxffll/rZimYTn6aOxjxmAdNQrN0rppqS6Xl0dmv8tHHy0H4A9/OIzpD15OQkLjS4x0JgUFDiZNms9va/Tpon+97gyuv34MRmPrRgvDoZQiz1nFivJCagP6dbAZ1hhGpmSSam1Zl1rXJ59Q9dhjevfS+geKeBfTzq6zvm4SKqOPhEohhBBCNK1mPay9AQhC/0cg+bgOedgqn5cVjkK2O/X3lVaDkeFJ3RgYn4JB0whWVeH+/HNcS5bg37p173GG7t2xjx6N/YwzMHbr1ia17MgvYeLE+WzcuBuDQePmm8Zy9dWnYGjl9M2O5vX6eezx9/nXv74FYNTIgcyadSXJyR33IQHoHXtXV5Xya2UJAaXQgAFxyQxP7o7daAr/fJ1wvcVo0BlfNwmV0UdCpRBCCCEOLuiHNdeBawuknAq5D7T7Q/qCAX6pLOG3yjKC6IFjcHwqw5LSsaDh/flnXEuW4Pn+e/Dpo12YzdiOPx7bmDFYjjwSrQ3D3pdf/sr9979JTa2blJQ4Hn7oao45pn+bnT8S/ve/H5kx85+43V66d09i9uxrOOLwPh1eR43fywpHEXm1lQBYNAPDkroxOCEVQwunxIroJqEy+kioFEIIIcTB7X4Ndr4EpkR92qs5ud0eSinF5toKVjqKcAX8APSwxTIyJZOE8gpcn3yC65NPCBYX7z3GlJuLfcwYbCed1OZLR/j9AZ55dhELFnwBwJFH5jD7kavp1i2pTR8nUrZsKWDC3a+wfXsJJpORO+88nz//6fgWX9/YGoXuWpaVF1DmdQOQaLYyMjmDXjHxHV6LiCwJldFHQqUQQgghGufaDr+NA+WDvlMhrf2usyr2OFlaVkCp1wVAvMnCyLgU0n9ejXvxYryrVu1tKqLFxeldPceMwZyb2y71lJZWcc+9C/jxxy0AXH75idx267mYzcYmjowuNTVupk9/i88+15sajR49jKlTLiEmxtrhtQSVYnONg5WOItx1zZiy7PEcm5JBornj6xGRIaEy+kioFEIIIURoKgjrboaa3yBxFAyYs29Djzbi9PtY4ShiS20FACbNwAhHLT2/XYbnyy9R1dV797UMG4ZtzBhsv/89mrX9QsZPP29h8uQFlJZWERNj5f5pl3L66Ue12+NFmlKKN9/6mr8/+SH+QJCcnO7MnTuOvjkZEanHGwywqqKYNVVlKMCAxpCEFI5K6obF0LVCvTiQhMroI6FSCCGEEKEVvQfbnwSDXZ/2au3epqf3B4OsqSrll8pS/CqIqdbJUb+uJ/ObHwhu3rJ3P0NaWn3TnczMNq1hf0op3njjK+Y99RGBQJB+/TKYO2ccffq07XPvrFat2sqkyQsoKanEbrcwbdoljD5jeMTqqfR5WF5eSL5L/2DBZjBydHJ3+scly/WWXZiEyugjoVIIIYQQB/IUwuqrIOiC3ndC9z+22amVUmx3VrPcUUCN10Pqxi30/2ElqT/+Al6vvpPJhPX3v8c+ZgyWYcPQjO0/OlVd7eLB6W/xxRe/AnDmmKOZMuVP2O2H1rTLsrJq7rn3NVau3ATApZf+gb/dfi5mc/gdWdtKvrOa5eUFVPr1349Ui42RKZlk2GIjVpNoPxIqo0/YoVLTtPOAJ4Bs4EfgGqXUOk3ThgLzgVzgZWCiaubJJVQKIYQQnYhSsHECVC6H+CNh0DzQwu+k6tiWR+mij1DFxWjdupE29hxUj0yWlRfg2L2TXt+vIPv7FdhLy/YeY8rJ0ZvunHIKBv1NZYfYtGk3d0+cz44desOaCXf9kYsvPi4iDWs6AzwhL58AACAASURBVL8/wHPP/4/58z8D4Igj+jD7kWvo3j1yDYqCSrG2qoxVFcV4VRCAnNhEjknuTpzJQqXPw6YaB9V+H/EmM/3jkuU6zCgloTL6hBUqNU3rB6wAxgNfA08BPYFTgPXAEmAuMA94Vyk1v5nnlVAphBBCdBali2HrLNAsMHQ+2LPDPkXeB//G/uwLKE3TQ6qmoSnF9j/8jpjSctLXbkDb03QnJgbbySfr6+MNGNDhQe7jRSt4aNY7uD0+MuqW1jg8AktrdEZff/0bU6e9QU2Nm+TkOB566CpGHjsgojW5An5+chSxocYBgFHT6GmLY4ermv1/c45P7Un/+PbrVizah4TK6BNuqDwb6KWUer7u55OBxcCfgVfq7nNqmnYk8IxS6vhmnldCpRBCCNEZ+Mrh1ysgUA29boAeV4R9Cse2PDw3jN8bGvdQsM+bfvMRR+ijkscfj2azta7uFvB6/Tz66L95973vARg1aiCzZl5JcnJch9fSmeXnlzJx0nw2bNiFwaAxfvyZXDvuNAxtuA5oS5R5XCwrL6DQ42x0Hw24sGd/EmTEMqpIqIw+Yf1roJT6eE+grDMQ2AwcCSxVSu35W/0rMKSx82iaZtU0LWHPFyALEAkhhBCdwfYn9UAZ0x8yLmnRKUoXfaSPUO5HQw+Wnv65pM6fT8qjj2I/7bSIBMrdu8u49i9/5933vkfTNK6/fjRPzbtBAmUIWVlpzH/lds4/bxTBoOLZZ//L3+54maqqxsNcR0i12jkzI4ds+8HfRm6odnRQRUIculr8EZOmaRZgAvAskADk7bmv7lrKgKZpjc03uAeobPC1s6V1CCGEEKKNlP8flH8JGCFnMhha1phFFRcfMEq59z5Nw52Wgqlnz1YU2jrffbeWy694jLVr80lMjGHevOsZf8OZGI2RHXnrzGw2vRPstGmXYLWa+fbbtVx2+aOsW5cf0bo0TcNoMBww7XUPBfxWVcrHBVv5oWw3G6sdlHlcBOquyRRCtI3WtPGaCdQAL9bd9ux3vxuIAUJ9PPQw8HiDn+ORYCmEEEJEjr8attf915x5KcS24rq51FT9OspQNA2tW7eWn7sVAoEgL764mJf/8SlKKYYMyWLOnHH0yEyJSD3R6PzzRjFoYC8mTpzPzl1ljLv270yaeCHnnz8qYk2N4k3mg96vgGKPk+IG02QNaCRbrKRa7KRabKRa7CRbbJgjPKVXiGjVolCpadrp6M16RimlfJqmlQND99stHvCGOl4p5aFBCD1UO6sJIYQQnUb+s+ArA1sW9LymxacJBgKwc9feqa4N/4dXgKYU6Wef07paW8DhqOG++15n6bINAFx80XHcddcfsVgit0xGtBo0qBdvvHEX0+5fyP/93xpmzPwnq37JY/Kki7DbLR1eT/+4ZFZXloa8TwNO65aNJxikzOui3OumzOPCq4KUed2Ued377JtotpJSFzL3hE1rByxnI0S0a8mSIn2BpcAdSqmFddtOAV5QSvWv+7kPsA6IU0oFmnFOadQjhBBCRErlSthwh3578DMQf0SLT7XpuadJ+M+HBDVND5b7dX913zSePue13ZqXzbF69TYmTXqVwqIKbFYz9035M2PPGtGhNXRFwWCQBQu+4JlnFxEMKgYM6MGcOePIzkrv8Fo2VTv4tmzXAdtDdX9VSlHj91HmddUFS/27K+APee44k3mfkJlqsWE3mmRQpB1Jo57oE273Vzv62pTfAnc2uMsD7AImKKVe0zTteaCnUqpZH0VKqBRCCCEiJOCC364Bz27odgH0uaPFp8p7/9/EPKv383PdfCNJRx1Fycf161Smn30OSb1z2qjwpimleOdf3/LYY+/j9wfo3TuduXOuJTc3s8NqOBSsWLGJe+5dQHl5DXGxNh588DJOPrnlH0y0VJXPw8YG61QOiEsOq+ur0+/bGzLLvW5KvS5q/L6Q+9oNJlKstn2CZrzJIkGzjUiojD7hhsrzgf+EuCsHOAp4E6gGjMCJSqk1zTyvhEohhBAiEnY8DYX/BEs3OPx1MMa06DS7f/gO7cEZGIJBqi44j/7jb27jQsPjdHqYOfOfLF7yEwCnnnok90+7lLi4ju80eygoLq5g8uQFrPpF79t49dWncPNNYzGZonvqqCcQoHy/Ec1Kn4dQ757NmkEPmdb6Uc1EsxWDBM2wSaiMPmFPfz3oyTStJzAC+F4pVRLGcRIqhRBCiI5WswbW3gQEYcBcSBrVotOUbdyA6+67MbvcVP5+JLnTHozoGoZ5eUXcPXE+W7cWYjQauP22c7j88pNkFKmd+XwB5j31IQsXfg3AiKNzeeihq0hL61rv7fzBIOU+/drMPWHT4fUQDBE1jZpGstm2T9hMNtswSUOgg5JQGX3aNFS2uAgJlUIIIUTHCvpgzV/AlQepZ0C/qS06TU1xEWW33Yat3EH1gFz6PPY4JmvkRgM/+eRnps94G6fTQ1paAo88cjXDh/WLWD2Hok8/XcWD0986pP4MgkpR4fPsEzTLvG78IZYu0YAkc4POs1Y7KRYbFkN0j+q2JQmV0UdCpRBCCHEo2jUfdr0CpiR92qs5KexTeJ1O8v92G3HbduDs3o2MefOwJ0dmeQ6fL8Df533Im2927VGyaLFtmz5avGWLPlp8263ncMUVh9ZosVKKKr9XD5meus6zXhfuYOgelvEmyz7XaKZa7diNh2Z3YgmV0UdCpRBCCHGocW7VRymVH/o9AKmnhn2KgN/P1in3kPDTL3jjYol/8gmSsvu0eanNUVxcwaTJC/il7nq+a64+lZtuOivqr+eLdi6Xh5mz3uF///sRgFNOOYIH7r/skL6uVSmFM+Cv7zxbN7JZGwjdECjGaNobMlMsdtKsNmKN5i4fziVURh8JlUIIIcShRAVg7Y1Quw6Sjof+D0EL3qBufHwuiYs/JWAyYZw1k+7DhrdDsU1btnwj9977Gg5HDXFxNqY/eDknnXR4RGoRB1JK8e673zH30f/g9wfIzk5n7pxx9O/fI9KldSrugH+fabPlHheV/pDLvWMxGPcd0bTYSTBbulRDIAmV0UdCpRBCHCrc+VCyCDyFYM2A9LH6Qvfi0FL4T73jqzFWn/ZqCX9NwS1vLSRu/gIAPBPuJPuMMW1dZZOCwSDzX/2c55777941EufOuZasrLQOr0U07bfftjNx4vy9a4Xee9+fOHvsMZEuq1PzBQN1U2brw6bD6w7ZedakaaQ0CJopFjvJFitGremGQJU+D5saLMXSPy6ZxDCWYmkPEiqjj4RKIYQ4FJQsgrw56C0iVP33nEmQflZkaxMdx70bfrsagm7oczd0OzfsU+z86nNMD89BU4rqyy8h9+pr26HQg6uqcjJ12kK++UZfuezcc49l8qSLsNksHV6LaD6Ho4b7przO0qUbALjowt8zYcIFWCyH5nWDLRFQQRxeD+VeF6VeN+V1a2r6Q7yfN6CRZLHuM6qZYrFhbtAQaGO1g+/Kdh1w7PGpPekfn9yuz+VgJFRGHwmVQgjR1bnz4dcrgAO7EIIBjlgItl4dXZXoaErBhjug6keIHw6Dngx72mvJmtV4J92Dyeul8pQTyZ14T4cvHbJ+/U7unjifXbvKsFhMTJ50Eeef37KlUETHCwSCvPTyEl566ROUUgwZksWc2dfQo0dqpEuLWkGlqPJ59hnRLPO68TbSECjRZCHFaifOaGJ1VVnIfTTgwp79SYjQiKWEyugjoVIIIbq6/Oeh4G0g1BsMA2ReClnjO7oq0dFKFkHeI2CwwtBXw/4goWrXTir+9jeslVVUHX4YfWfPxWjq2BGm999fyiOz38Xr9dOzZypzZl/D4MEyhTsafff9OqZMeZ3KSieJiTHMnHklx/1+cKTL6jKUUtT4fXuD5p7Os86Av1nHa8DhiWmMSM5o30IbIaEy+sh8AyGE6Oo8hRDyKpyG94suzVuqX0cJ0PMvYQdKT3UVpVPuI7ayitpePch+4MEODZRut5dHZr/Lhx8uB+CEEw5jxvTLSUiI6bAaRNs67veDWbhwApMmvcqaNTu47bYXue66M7j+r6MxGjt29Lsr0jSNeLOFeLOFPrH1AzaugL+u46yL9dXl1B4kZFb7Q3ekFSIU+VsrhBBdnbWJT5qbul9EN6Vg++MQqIHYQZBxcViHB3w+dkybSuyuAjxJiaTPeghrfMfNKsrPL+WacU/y4YfLMRg0br55LE88/hcJlF1Aj8wU/vHybVx80XEopXjppSXcetsLOBw1kS6ty7IbTfSKiefIpG70i0viYBPg403mDqtLRD8JlUII0dWljyX09ZTo21NO68hqREdzfAWOb0Az6o2ZtOaPMAaDQbbMfZiENevwWy3EPPAA8ZkdtxTEV1+t5vIrHmXjxt0kJ8fxzDM38pdrT+/w6zhF+7FYTNxzz8XMmHEFNquZpUs3cPnlj7J69bZIl9bl9Y87eCOeAU3cL0RD8q+yEEJ0df5a2Pt5tKHBV53tj0OgtuPrEu3PXwXbntBvZ14BMblhHb711X+Q+NW3KE1D3T2BtCGHtUORB/L7A8yb9xF33vUPamrcHHlkDm+9OYGRxw7okMcXHW/sWSN47bU76d07ncKiCv5y3VO88863dIbeH11VotnK8ak90eCAr+NTe0asSY+ITtKoRwghurKgH9ZcB64tkHQc2PvUr1MZO1BfZiRQA7GDYeCjYJJ/g7uUrbOgdDHYesPQV8DQ/CU3tv/vY2xPzAOg9rpx9P3Tpe1V5T7Kyqq5554FrPxxMwCXXXYit992LmazsYkjRVdQU+Pmwelv8fnnvwBw5pijmTLlT9jtEnDaS5XPw8YG61QOiEuOeKCURj3RR0KlEEJ0Zbtfg50vgSlRX+jevN90ptqNsOFO8Ffqo1gDHz9wHxGdKpbBxgmABoOfhfihzT608McVqKnTMPgDVI4dw4Db72y/Ohv4+eetTJr8KqWlVcTEWJk29RLOOGNYhzy26DyUUix882v+/vcPCQSC9O2bwdw548jJ6R7p0kQHkVAZfWT6qxBCdFWubbDrVf129u2hw2LsABg0D8wp4NwM627VO4WK6BZwwra5+u3uF4UVKB3btuKbOUsPlCOGkXvL7e1UZD2lFG8s/Irrb3ia0tIq+vbN4PXX7pRAeYjSNI0rLj+JF1+4hbS0BLZuLeTKqx7n009XRbo0IUQjJFQKIURXpAKQNxuUDxJ/B6kHacYT0xcGPQXmdHBv14Olp6jjahVtb+dL4C0CSyb0uq7ZhznLy6icMhVLrZOavn3ImXI/BmP7TjutqXEzadKrPP74+wQCQcaMHs5rC+6QUSnBsGF9eXPhBEYcnYvT6WHS5Fd59LH/4POFWnNXCBFJEiqFEKIrKvoP1PwGhhjocxdoB2scD9izYfDTegjx7NSDpXt3x9Qq2lb1aih6T7+dczcYm7f0hs/tZveU+7AXl+BKSyFj5izMMe27bMfmzQVcedVjfPb5L5hMRiZNupBZs64kJkaunxO6tLQEnn32Rq65+lQA3nzza66/4WmKiysiXJkQoiEJlUII0dV4CmDni/rt7BvB2swRH1sPGPwUWHuBtwDW3QKuHe1Xp2h7QY8+Qo2CtLMg8ZjmHRYIkDdrOvGbt+KLsZMwYwaxaentWuqi/67kqqufYPv2Erp3T+IfL9/Kn/90AlpTH4CIQ47JZOS2287hicevIy7Oxi+/5HHZ5Y+yfPnGSJcmhKgjoVIIIboSpSBvLgRdEH8kpJ8b3vHW7nqwtPcBXwmsvxWcW9ulVNEOdr+uT2E2p0D2Lc0+bMvzz5C4bCVBoxHjPZNJ6de/3Ur0ev08/PC/mDr1DdxuL6NGDuTNhRM4/PA+7faYoms48cShLHxjAgMG9KC8vIabbn6OV175lGCwsXV4hRAdJezur5qmpQIrgZOVUtvqtl0JzAJSgKXAdXvua+Y5pfurEEK0hdLF+jISmgWGztentdZxbMujdNFHqOJitG7dSBt7Dsl9ckKfx+fQu8I6N+udYwc+pi9BIjov52Z9+RgVgNwZkHJSsw7L+/e/iHn+JQBct95En3POb7OSduwo4YMPlrK7oJwemSmM+t0g5s37iDVr9BHwv/51NNf/dTRGo3zGLZrP7fbyyOx3+fDD5QCccMJhzJh+ORUVtfv8vp133iiys9t3xL0r2P/vaWd43aT7a/QJK1RqmpYGfASMAnKUUts0TesHfAmcD5QC9wP9lFInhXFeCZVCCNFavnL49QoIVEPWeMi8fO9deR/8G/uzL6A0TR/N1DQ0pXDfNJ4+5/0x9Pn81bDhLqhdB8Y4fR3LuMM66MmIsCg/rBkPzg2QfCL0n9msw3Z//w3a9FkYgkGqLjyf/jfc1GYlffDhMmbMeBtN0/YuYB8M6t8TE2OYOeMKjjtuSJs9njj0vP/+Uh6Z/S5er5+kpFgqK50YDPrv257fu2lTL+Hcc0dGutROa/+/p53ldZNQGX3C/Wjw7bqvhoYBS5VSPymldgDzgQFtUZwQQogwbH9SD5QxAyDjz3s3O7blYX/2BTSlMASDGOq+oxS2Z5+nYnte6POZ4mHQExB3BARqYP0dUCUt/Tulwnf0QGmMg95/a9YhZRvXox6ZgyEYpPL439Hvr+PbrJwdO0qYMeNtgkFFIBAkGFR7AyXA3DnjJFCKVjv//FHMf+V2undPoqKiFqXqf9/2fJ8+42125JdEutROKdTfU3ndREuZwtz/eqXUVk3TnmywbS1wiqZpw4CtwM3Apwc7iaZpVqBha7f4MOsQQgjRUPn/QfmXgBFyJoNW/8976aKPiKsbmWxIA4KaRsnHH5F0822hz2uM1UcoN02Gqp9g4wTo/wgkjmi/5yLC486Hnf/Qb2ffApa0Jg+pKSqkZuo0bG4P1YP603fSPRgMbTcF9YMPltY13DlwNpTBYOCHH9YzYkT7XbcpDh2DB2dx6qlH8uabX4e8XynFPfe8xlFHNTLV/xC2alUejc1Y1DSND95fyq23ntPBVYloFVaoVEod0K1BKbVW07R3gZ/qNuUBTY2X34M+TVYIIURr+ath+2P67czLIHbfN+uquFif8hqKUvr9B2O0w4A5sGkKVC6FjZMgdzokH9cGxYtWUUHImwPKCwkj9I6vTfDW1lA85T5iHRU4M7rTc/osTFZbm5a1u6C80TeroNhdUN6mjycObWVlVRgM2j6j4XsoBevW5bNuXX4EKoteSsnfUxGecEcqD6Bp2ijgHPQguRY9MP5X07RjVeP/ozwMPN7g53hgZ2trEUKIQ1L+M/r1lLZs6Hn1AXdr3brp61SG+CdZ23N/UwxW6D8LtjwAjm9g8xTo9wCknNjq8kUrlHwE1avAYNPXpGxiOY6A38/2Bx8gYXs+3vg4kmfOwp6U1OZl9chMafRzDE3T6JGZ0uaPKQ5dPTJTGh0Z1zQ4/PA+MjIewsqVm1i9envID4Dk76kIV6tDJfBn4G2l1HIATdOmAOOBI4GQF98opTyAZ8/PsiaVEEK0UOVKKFkEaJAzSQ9/+0kbew6eDxeFPl4pMBoJBoNNT380WKDfdNg6E8o/h833Q9/7IO301j8PET5vMex4Vr/d63qw9jjo7sFgkC1PPkbiql8JmM1Ypk0lKTv7oMe01BFH5DQ6UqmU4rzzR7XL44pD03nnjWLBa1+EvE/TNKZPv5zsLOkCu78dO0q44MKHQn4AJH9PRbja4gIKE9BwZe14IBYwtsG5hRBCNCbggm1z9Nvd/gjxR4TcLb5HD7zxcQAoTb+OMmjQUOgjlQn//oDN90/BW1Pd9GMaTNBvKqSdCQRg64y6UCs6lFKw7TEIOiH2MOh+QZOH5L29kMRPPkdpGv47bqP7kcPapTSn08OTf/9g789GowGDQdv7fdrUS+QNvmhT2dnpTJt6yT6/Z/L71jR53URbaouRyu+AVzRNuwMoAq6r+/5rG5xbCCFEY3a+DJ4CsHSHrBsa3W37v/5JXFU1ntgY3CeeAA6Hvk7lWWdTvvQ7YhYsJHHZSnbdfBOJU6eSkttEA2+trhmQwQLFH0DeIxD0NCvYiDZS/jlUfK83ZMqZpP+ZHMSOzz8ldsEbANRccSm5p41ut9IefuRfbN9eQrduiTw691q+/PLX+vXvzh8lb1RFuzj33JEcNawvH7y/VH7fwiCvm2grYa1TufcgTVPUr1OpAdOAa4FM4Dfgr0qpH8M4n6xTKYQQ4ahZA2tvBBQMeBSSQvdHqy0rw3HtOMwuN84bryfnjxcdsE/Rzz/hefhhrBWV+K0W/DeNp/eZZzddg1Kw4yko+pf+c9bNkHlJK56UaBZfBay+AvyV0PNa6DnuoLsXr16F/577MHp9VJ52MrkTJrVpp9eGPvpoOfc/8CYGg8aLL97C8GH92uVxhBBdm6xTGX1a9L+KUkpTSm2ru62UUg8qpXorpSxKqeHhBEohhBBhCvogbzagIHVMo4ESYNfLL2B2uantnUX2OeeH3Kf7sOGkPvccVUMGYvJ4sT0xj42Pzsbv9YTcfy9Ng+xbIfNK/ef8Z2DXghY+KdFsO+bpgdLeFzKvOOiulTvz8TwwHaPXR9URQ+l3593tFii35hXy8CPvAjD+hjMlUAohxCGkff5nEUII0X4K3gBXHpiS9XUJG1G6fi0JX+hrt8WMH4/R1PgVD7GpafR99Amq/nguAImffM7222+jqmDXwWvRNMi6Hnpep/+862XIf7HxJUxE61R8D2WfAoa6xkzmRnd1VVZSPuU+LNU11Gb1ovcDDx70d6A13G4vkycvwO32cuyxAxg37rR2eRwhhBCdk4RKIYSIJs6tsPs1/Xbvv4E5MeRuwWCQiueeRVOKypEjyDj6mCZPbTSZ6H/jLfjunYwvxk7cljwqb76F3T9823RdPa/Wp78CFLwOO56WYNnWArV6cx6AjD9B3JBGd/V7Pey8fwoxuwtxJyeSPmsWlrj4divtscffZ/PmAlJS4pg54wqMRnl7IYQQhxL5V18IIaKFCuhNcZQfko6HlJMb3XXnF58Rv24jAbOZjPE3hfUwvU46hbh5T1HbOwtLTS2GB2aw+eUXCAYCBz8w8xLofYd+u+gd2P44qGBYjy0OIv95fRkRaw/o+ZdGdwsGg2yd/QgJazfgt1qJffBB4jMy262sTz75mffe+x5N05g540rS0qQ3ghBCHGokVAohRLQoehdq14ExDvrc1ehC9z63m+ArrwBQe+5YEnr2CvuhkrKzyXrqGSpP/gOaUsS/8x5bJt2N01F+8AO7X6BPy0SD4vfrQnATYVQ0rWqV/nqC/voabY3uuvWVl0j85juCBgNq4gTSBjU+otla+fmlzJz5TwDGjTuNUaMGtttjCSGE6LwkVAohRDRw74adL+m3s24CS1qju25/6w3speW4kxPpfeU1LX5Is83GgHum4Lx5PAGzmYRff6Pkppso+a2JFaPSz4a+UwAjlP4PtsyAoL/FdRzygp66xkxA+jmQMLzRXbcv+oj4d94DwHXdOHqdcGK7leXz+bnn3gXU1Lo56sgcxt8wpt0eSwghROcmoVIIITo7pWDbbD1cxA/XQ1sjaooKsf+7bkTrqquwxMS0+uFzzrsAy6NzcKWnYSsrxz9xElvfe4dg8CBTW9POgNwH9PUTyz+HLfdD0NvqWg5Ju+aDZyeY0yDrxkZ3K1i5DMszzwJQdfaZ9L3oz+1a1rynPmLt2nwSE2N46KGrMJkOvlamEEKIrktCpRBCdHali6DqJzBYIWdio9NeAXa/+AImj5eafjlknTm2zUpIG3wY3Z99jqrhR2LwB4h94WU2z5qOz+ls/KCUkyB3FmhmcPwfbLpPD8ai+Wo3QMHb+u0+d4EpdLMdR94WAjMfxuAPUHnM0fS7+bZ2Levrr39j4UK9s/ADD1xGRkZyuz6eEEKIzk1CpRBCdGbeUtjxjH6753Vg69norsWrfyHxm+8AiL/pxjZfj9CemEi/WY9QffklKE0j8Zvvyb/lJhzb8ho/KPk4GDBbD8SVS2HjRAi42rSuLivor5v2GoCUUyD5+JC71ZaVUTllKmank5p+OeRMmYbB2H6jhoWFDh548E0ALrvsRE78w9B2eywhhBDRQUKlEEJ0VkrpHVQDNRA7GDIubnTXYDBI9XPPAVB5wu/pdvhR7VKSwWgk9+prUTMexBsfR+zO3dTefjs7Pv+08YMSj4EBj4LBro+4bpigL48hDq7wLXBuAmMC9L495C4+l4vCKfdiLynFlZZKxsxZmO32divJ7w9w772vUVnpZMiQLG6/7Zx2eywhhBDRQ0KlEEJ0Vo6vwPENaCbImaxfn9iI/MX/JW7zVvxWCz2uH9/upWUeO4rkZ5+lun8/zC431tlz2TjvCQL+RhryJBwFg57QO9fW/Arr7wB/dbvXGbVc22HXq/rt3reCOeWAXYKBAHmzphO3JQ9fTAwJM2YQm9p4A6e28PwLi1n1Sx6xsVYefuhqzGZTuz6eEEKI6CChUgghOiN/FWx7Qr+deQXE9G10V6/TCQsWAOD643nEdc/oiAqJ655BzpPzqByrd/1M/Ph/5N1xOzXFRY0ccBgMehJMifrSKOtvB5+jQ2qNKiqoT3tVXkgcCamjQ+625dmnSVz+I0GjEeOUe0jpl9uuZS1duoH58z8DYOqUS8jKat8AK4QQInpIqBRCiM5ox1Pgd4C9D/S48qC7bn/9VWyOSlxpKfS+7OD7tjWj2cyA2+/Ec/ed+G1W4jdsovymmyhYuSz0AbEDYdA8MCXrUzvX36ZfNyrqFb8PNav16cJ9JoRszLT1vXdI+GgRAJ5bbiRzxMh2Lam0tIopU19HKcWFF/6eM84Y1q6PJ4QQIrpIqBRCiM6mYhmULgY0fdqrwdLorlW7dhL7oR4uDNeOw2yzdVCR+8o+fQwx8/5Obc8eWKuqYcr9bHltfuhlR2L6wuCnwZwOrm2w7lbwNDK6eajxFEL+8/rtrPFgPXDUede3/4f9pVcAqPrTPXW/tQAAIABJREFUhfQZe267lhQIBJny/+zdd3hURdvH8e/Zlt4TEgKkUAVBxIriaxcrNrDQiyJFsSAlVOkERVREmoUiIIoFRVEfbNgbighITyUB0nuybd4/DggqhJTNbgL357r24uTsmTk/nvUhuTNzZiatIje3mJYtG/PkyDvr9H5CCCEaHikqhRCiPnGUQvIz+nFkD33KaCUOLVmE0WajqG1rml57gxsCnlpIXHOavrSQgi6dMTid+K96g30TEqgoKvzvxT4xemFpidL3YPxrBFRkuD90faIUJM8FZxn4d4BG/y3esnfthDnPYHA6Kfi/LrQYNLjOYy1b/hk//7wHb28LiYn98fY+9S85hBBCnJ2kqBRCiPokfSlYD4OlMTStvGA4tOUXgn78BaVpBA8b7vItRGrC4utLy0lTKBk8CKfJSNCWrWQOG0bO7r/+e7F3tF5YejUFaybsfATKUt0fur7I+RQKfgLNcnRhpn9+nkWHMil56ilMFRUUtW1D87EJdf6Z//b7fhYv/hiAhLHdaR7vnud1hRBCNCye/wlECCGErmgbHH5XP44fA8ZTbw3hsNspXaxPkyy89irCz2nnjoRVYjAYaH7P/RjnJFIeGoLPkSwqnhxF8ob1/73YKxLavgjesWDLgl0joPSA+0N7mi0PUl7Uj5sM0EdyT2AtLiJr4gS88woobRxJk6nTMVm86jRSXl4x48evxOlU3HrrRXTrdkmd3k8IIUTDJUWlEELUB84KSHoaUBB+KwRdVOnlqRvW45eShs3HmyYPDnFPxmpq1KEjEYsWUXjeuRitNnxeXMiexJnYysv/eaElXC8sfVuCLVdfvKdkj2dCe0rK8+AoBN9WENXzH2857HZSpjyFX2o61gB/QmfMxCc4uE7jKKWYMvUNjhwpIDY2gnEJ96CdZMEgIYQQAqSoFEKI+iFjJZSn6PsRxjxc6aUVRYWYVq3Rj+/tgV9YmDsS1ohvSCgt5syl8N7uKE0j6IvNpI54mIK0f01zNYfAOS+AX1uwF+jbjRTv8Exod8v7BnK/AIwQPxYMx/d+dDqd7J83l8Bt23FYzHhNmUxQs5hT9+Uiq9ds5ptvdmCxmJiTOABf37odFRVCCNGwSVEphBCeVroPMlfrx7FPgimg0stTl7+GpaiY0shGxN5znxsC1o7BaKTVg0NwTJ6A1c8X/5Q0ikY8SvrXX/3zQlMgtJkH/u3BUQy7RkLRHx7J7Db2Ikiepx83vl/fcuUEB9a8TtBnX6A0DfsTj9Oow/l1Hmn79hTmz98AwJMj76R16yZ1fk8hhBANW7WLSk3TwjRNS9I0Le4k7yVqmrbBFcGEEOKsoOxwIBGUA0KugtArK708PyUJ/42fAmAe/GCdP1fnSk26XEnQSwsobh6HubQU84xZ7F38Eg67/fhFJn9o8ywEXADOUtg9Cgp+9Vzoupa2CGzZ+mJFTQb+463Uzz7F/3V9RLqkby9irqv71X2LisoYN34ldruD66/rSI8eXer8nkIIIRq+ahWVmqaFAx8CcSd5rz0wHHjcJcmEEOJscOgtKN0NRn+IfeK0lx9ZtAiDw0HheecSfUXlBWh9FBjdlNgX5lNww7X61+++z4HRT1KSk3P8IqMvtHkagi4FZznsGQv5P3gocR0q3AJZR38PGz8WDMd/QXB421ZMz81HU4qCG64lvlffOo+jlGL69LUcPJhDdHQokybdJ89RCiGEqJLqjlSuPfr6B03/rrMEeF4ptd8VwYQQ4oxXngbpr+rHMSPAUvmzkRk/fEfQb1txGgyE1ZMtRGrC5OVN69EJlD/+KHaLhcAdf5E9fBiHt/52/CKDF7SaBcFXgLLC3vGQ+7XnQruao/zowkzo+1EGHp/Wmp+ainXqNIw2G4Xnd6DFE6Pc8lm/8873fPb5H5iMBhJn9ycgwLfO7ymEEOLMUN3vUg8ppV44yfnBwPlAkqZpt2maZq59NCGEOIMpp15UKCsEXgzhN1d6ucNup3zpUgCKul5PaItW7khZp2JvuQ3v5+ZRGtkI77x8nAnj2f/GapxOp36BwQItp0Potfo04X2TIeczz4Z2lYOvQkUGWBpBs6F/ny7Lzydv0gQsRcWUxDYj9qmpGE2mSjpyjT17M5j77HsAjBjRjfbtY+v8nkIIIc4c1SoqlVL/2TxM0zR/YAawF2gKjAS+1jTN+1T9aJrmpWla4LEXUPmqFEIIcabJ2gBFW8HgA/Gj4TTTDJPfWYffwUys/n40G/Sgm0LWvbBWrYleuJCCSy7E4HTiv2wF+6ZMwlpSrF9gMEGLyRB+E+CA/dMg6yOPZq614p36tGeAuCfB6AeA3VrBwacm4pt5mPKQYBrNmInFz7/O45SWVpAwdjlWq50rrmhH795X1fk9hRBCnFlcMZ/mbsAPuFYpNR3oCgQD/SppMw4oOOGV7oIcQgjRMFiPQOpC/bjpQ+DVuNLLy/LzsKx9EwBbz/vqfI9Cd/MKCKTltJkUD+iL02Ag6MdfOPjwcHL379Uv0IwQPw4i7gAUJCXC4fc8mrnGnDZImgM4IewGCL5cP+10ciBxFgF/7cHu7YX/tKn4R0a5JVJi4tskpxyhUaMgpk7p1WCnVQshhPAcV3znaAr8pJTKBVBK2YFtQHwlbWYDQSe8mroghxBC1H9KQdJcfWVT//YQeddpm6S9+jKWklJKmkQTe1cPN4R0P4PBQItefTHMmkFFcBC+GYcoe/wJUj45OiqpGfRRvch79K9T5sGhNz0XuKYyV0HZATAFQcyjf5/e/+pSgr79AafBAGNHE9amrVvibNjwMx9+9AsGg8asWf0ICan7kVEhhBBnHlcUlWmAz7/OxQIpp2qglKpQShUeewFFLsghhBD1X+7nUPADaGaIH6OPwlV2+b49BGz6AgDvIQ+55fk6T4q84CLCFi6kqG0bTBVWvOe9wJ5nn8ZurdCnCMeMgMa99YtTF0DGSs8Gro7SpON5Yx8Hsz7inLxhPYHr3gWgfPAgmnRxz6q+SUmHmZ34NgBDh9zMBZ1auOW+QgghzjyuKCo/AtpqmjZU07SmmqY9ir5ozycu6FsIIc4ctnxIeV4/ju4PPpVN6NCnROYsXIjB6aTgwvOJ7ny5G0J6nl94BPHPPkfhnd0ACPr0M1Iee5SiQ5l6Ydl0CDR5QL84/WX9pZQHE1eBcujTXpVdn/Iaeh0AmT//iNfCJQAU3H4r8d3vdUuc8nIrCeNWUF5u5eKLWzFw4PVuua8QQogzU62LyqPTXm8C+gJ70PepvF8plVzbvoUQ4oySOh/sBeDTHBr3Ou3lGd98ReD2nThNRhoNG+6GgPWH0WSi1fAR2MaPxebjjf/+JPKHDyfjh+/0wrLJAGg2TL84YyWkvVS/C8vD70LJDjD46tN4NY3c/XtxzJqNweGg4NKLaDnsEbfFmTdvPXv3ZhAa6s+M6X0wGuU5SiGEEDVXo+8iSintxKJRKfWjUqqLUspXKdVcKbXeZQmFEOJMkP895GwCDBCfAIbKd16yWyuwvaLvYVl0y00Ex8TVfcZ6qOnV1+H/4nxKYppiKS7BMGUa+157GafDoRfmsY/rFx56E1Ke07dqqW8qMiBd3w6GmOFgaURJdhaFkyZhLi2juGVz4sdPwmCsfCq0q2zatJW33/keTdOYMb0vERFBbrmvEEKIM5f8alIIIeqaowSSn9WPo+4F/9MvwpL81lp8D2dRERRI3IBBdRywfguOiaPZiy9RcPX/oSlFwNp17B83hrL8PIjsDnFjAA2OvHd0iqnD05GPUwqSngFnOQScDxHdsJWWcmjiBHyycymLCCdq+kzMPv9emqBupKdnM336WgAGDLiOzp3buOW+QgghzmxSVAohRF1LW6xvI+LV5PizgJUoycnGe907ADj69MLiL1v5mn18aD1+EqXDh+Iwmwnc+ieHhw8ja8ef0KgbNJ8AGCB7IxyYqT+7WB9kb4TCX0GzQPwYnE5F0sxp+B9IxurnS9DMGfiFhbklis1mJ2HcCopLyjm/YzzDht7slvsKIYQ480lRKYQQdalwKxw5+kRA/Bgwep+2ycGlSzCXlVMcF0PsbXfUccCGJf7Ou7E88zRlEeH4ZOdiHz2GpHfX4Qy9AVpO0VfTzdkE+6boe0J6kjVbX6EWoOkD4N2MfQteIOiX33CajJgnTiAkrrnb4rz44ofs3JlGYKAvM2f2w2Ryz3RbIYQQZz4pKoUQoq44K45udA9E3A6BF5y2SfbOHQR+9TUA/kOHuu05u4YkvN25RL60kMJOHTHYHfgufpl9M6dj874UWs7Ut2vJ2wx7J+ifgaekPA+OYvBtA1H3cmDdWoI+0hdGtz7yMFEXXuy2KJu/3s6q1V8BMHVKLxo3DnHbvYUQQpz5pKgUQoi6cnAZVKSDOfz4SqWVcDqd5C9aiKYUBZddQuQFF7khZMPkExxMi1mJFPW6D6VpBH3zHWkjHia/MBpaJ4LBS98PdE8COMrcHzD3K72w1YzQPIH0b77F95VlABTd14PYW25zW5RDh/KYMmUNAL16XcVVV7V3272FEEKcHaSoFEKIulCyGzL1BVGIGwUm/9M2Sf/8fwTs3ovDYiZqyFCXR0pNzeLFFzcwbvwKXnxxA6mpWS6/hzsZjEZaDngANW0K1gB//NIOUvzoY6RtKYTWz4DBR3+ecc9ofbEkd7EX6ivRAjTuQ3ZyBdozc/VfFlzZheYDH3RfFLuD8RNep6CglLZtm/HoiG5uu7cQQoizhxSVQgjhak47JCUCDn2T+5Aup21iKytDvbYcgJLbbyMwuqlLI73/wU/c3X0WK1//kk2btrLy9S+5u/ssPvjgJ5fexxMaX3oZwS+9RFGrFpjLyrEkPs3eFZtxtHwGjH5Q9AfsGgn2IvcESl0AtlzwjqXI2JXSKVMwVVgpbHcOzcckYDC471vvkqWfsHXrAfz8vEic3R+LxeS2ewshhDh7SFEphBCudugNKN0HxkCIfaxKTVLeWIV3Ti7lIcHE9env0jipqVlMn74Wp1PhcDj/8ee06WtJTWvYI5YAAVGNiX9+PgW33AhA4IaNJE1aSmmjyfrnULITdj0Gtvy6DVLwC2R/DGhYIx8ha+JTeOUXUBodRdOp0zFZvOr2/if46afdvPbaZwBMnHgfzZqFu+3eQgghzi5SVAohhCuVpcDB5fpx7KNgPv2CKEWHMvF59339iwH9MPv6ujTS++//iKZpJ31P0zTeX/+jS+/nKUazmdaPP0nFqJHYvbwI2L2X7JHzyFYPgSkESvfCrkfBmlM3ARyl+p6UgDPiTlKeeRO/tINUBAYQNnMWPkFBdXPfk8jOLmTipFUopbj77su4sevpF4kSQgghakqKSiGEcBXl1Fd7VVYI6gxhXavULHPpYkxWK0WtWtDsxltcHisjMxel1EnfU0qRkZnr8nt6UkzXm/Cd/zwlTRrjVVCIbeIiUvZeizKHQ1kS7Bqh7xvqaumvgDUTZYlk/9tFBG7bgcNixvupyQQ2ce105so4nU4mTV5FTk4RLVs0ZtSTd7nt3kIIIc5OUlQKIYSrHFkPxX/qC8TEjYJTjA6e6PDW3wn69gcAgoYNq5Pn7aIbh3KKmhKnU+Hj7b4pme4SEt+Cpi8toqBLZwxOJ96vbiR5YwzKFAHlafDXI1CR6bobFm2Hw28DkLm/I4GbvkNpGo4nn6BRh46uu08VLFv+OT/9tAdvbwuJc/rj7W1x6/2FEEKcfaSoFEIIV6g4BGmL9eNmw8Ar8rRNnA4HxYsXAVBw1RVEtD+vTqI1bx51ypFKgI0fb+Gjjb/Wyb09yeLrS8tJUygZPAin0Yjv5r9IX2rGYYjQC8q/HtELzNpyWo8uzKQotp6Hcck3AJQM6EOza66vff/V8PvvB1i0aCMACWO70zw+yq33F0IIcXaSolIIIWpLKUieC84y8D8PGt1RpWapH3+I/4Fk7F5eRA8eUifR8vKKeWH+hr+/NhoNGAza3382bx6F1Wpj0qRVzJ69DqvVXic5PMVgMND8nvsxPj2b8tAQLAfyyJpbhtUeqk+B/esRfUpsbWSshPIUHPhT9NwBAApuvJ4WPfu64G9Qdfn5JYyfsBKnU3HLLRfRrdslbr2/EEKIs5cUlUIIUVs5n0LBT6BZIH4saKf/p9VaUoxh5SoAynrchX+j049sVtexZ+uyswuJj4/kzbWj6df3Gm644Xz69b2Gd98dz5trxzB48I1omsa6t7/jgQfnn3HPWAI06nA+EQsXUti+HVqug/xnSqkoDtC3/vhrBJTsrVnHpfsgU/8c897TMBQ5KOzUkRaPjXRh+tNTSvHUlDUcPpxPbGwE4xJ6nHJxJiGEEMLVtMqmRLkthKYFAgUFBQUEBgZ6Oo4QQlSdLRe29QVHITQdAtF9qtRs76IFBL73AWUR4TR97TVMXt4uj7Zi5Re88MIHeHmZWbniCVq1ij7ltd99t5OJk1ZRUFBKUJAvM2b0pcvlbV2eydMcdjsHXnuZgHfWY/B2EvgQeEeUg9Ef2jwL/u2q3pmyw85hULKLkv0+FC9TFMfG0Oz5F7D4+dfdX+IkVq3+innz1mOxmFix/HHatHHfwkBCCOFqhYWFBOkrZgcppQo9nUecnoxUCiFEbaS8oBeUvq0g6v4qNSlIT8Nvg/7cm/GBQXVSUP6xLYmXFnwIwOhRd1daUAJ06dKO1auepF27ZhQUlPLoo0tZvORjHA6ny7N5ktFkotVDw3BMmkCFwY/CxVCRZgJHMex6Aoq2Vb2zQ+ugZBcOq4HStxXloaFEzpzl9oJyx45U5h+d4jzyiTuloBRCCOF2UlQKIURN5X0DuV8ARohPAIOpSs0OL16I0W6nsF0bmlx9rctjFRaWMm7cSuwOJ127duKuuzpXqV10dBivvfoYPbpfjlKKpUs/ZcSjS8jLK3Z5Rk9rcsWVBC1YQFF0HAXLTFgPGMBZitr9JBRUYdGi8nRU+isAFH9kpMLug/+0qXUyjbkyRUVlJIxbgd3u4LrrOnLPPV3cen8hhBACpKgUQoiasRdB8jz9uPH94Ne6Ss0yf/2JoJ+3oDSN0OEPu3wLEaUUU6et5dChPJo2DWfihPuq9WydxWJi/Ph7mTatN95eZn78cTe9e89l+/YUl+asDwKbNCV2/ovkX3kdeSstVOwxoDnLUXvGQP6Pp26oFCQ9jaasVOw3UPq7GUPCGMJan+O+8Oif9YyZb3LwYA7R0aFMnlS9z1oIIYRwFSkqhRCiJtIWgS0bvJtBk4FVauKw2ylbtASAwuuuqZMi5M23vuXLL7dhMhlJnN0Pf/+aTa297daLWbHiCWJiIjh0OJ9BD8znrbe+rXRrkobI5OVN6zEJlD08gpx1fpT/ZUBTNtSeBMj9+uSNsjZA0e8oKxStN1M+ZDDRl13h3uDAO+9+z6ZNWzEZDcye1Y+AAF+3ZxBCCCGgBkWlpmlhmqYlaZoWd4r3P9E0bUAtcwkhRP1VuEUvLEBf7dXgVaVmqR+8h19aOjZfH5o+ONjlsXbtSue559YD8Phjt9OuXUyt+mvVKppVrz/Jtdeeh93uIHHO20ycuIqysgpXxK1X4m69Ha9nniPzi6aU/2lEw4HaOxFn9qZ/XmjNwpk0H4Diz8zkXXUH8Xf1cHvePXszmDv3PQBGjOhGhw5xbs8ghBBCHFOtolLTtHDgQyDuFO/3Bm6sfSwhhKinHOWQ9LR+3OguCOhYpWYVRYWYVr+hH9/XA9/QMJfGKikpZ2zCcmw2B1dd1Z6ePa90Sb/+/t488/RAnnj8DoxGAx9/soV+/Z8jOfmwS/qvT8JatyF6wSJSkzpT9rsRTVNo+6dRvPVZct8fTOF7d2P9vjcGrQJbmkamszMthgx3e87S0goSEpZjtdq5oks7eve+yu0ZhBBCiBNVd6Ry7dHXf2iaFgo8C+yubSghhKi3Dr4KFRlgaQTNhlS5Wcprr2ApKqa0cSRxPaq2SmxVKaWYNWsdaWnZREUGM+Wpni59tk7TNPr2vYYlSx4mPDyQ/fsP0afvPD77bKvL7lFfeAUE0nLaLDL8B1LyiwlNA3/rekIidxHQOAuLbxlKQVFaAPHjJ2MwGt2ecc6ct0lOPkJERBBTp/Zy+XO5QgghRHVV9zvRQ0qpF07x3rPAe0AlqxsIIUQDVrwTDr2lH8eNAqNflZrlJR8g4BN9GqVl8GCMZrNLY73/wU98/MkWjEYDs2b1Iyioarmq64JOLVizehQXXtiC0tIKxoxdztxn38Nmc9TJ/TzFYDDQond/8loO5NgjpJpBfx0T0rmQsoPuL6o//PBnNnz4CwaDxqxZ/QgJce/2JUIIIcTJVKuoVEodONl5TdOuAa4DxlalH03TvDRNCzz2AgKqk0MIIdzOaYOkOYATwrpC8GVVbpq9cCEGh4PCju1pcoVrpqUes39/Jk/PeQeAYUNv5vzzm7u0/38LDw9k0cLhDOh/HQBr1mxmyJAFHDmSX6f39QTf8m/gJNt0HhsEtm9/1a15kpIOMzvxbQCGPHQTF17Qwq33F0IIIU6l1nNmNE3zBpYAw5RShVVsNg4oOOGVXtscQghRpzJXQdkBMAVDzIgqNzv43dcEbt2G02AgfPjDLo1UVmYlYdwKyitsdL60DQMGXOfS/k/FZDLy6KPdeHbuIPz9vNn6RxK9es/l55/3uOX+7mJy5kAls4hNzhy3ZSkv1z/rsjIrF1/cikGDbnDbvYUQQojTccWDGJOAX5RSH1WjzWwg6IRXUxfkEEKIulGaBBkr9ePYx8AcXKVmDpsN68uvAFB00w2ExLt2ZGnu3HfZv/8Q4WGBTJ/ex+3P1l1zzXmsWv0krVpFk5tbzPCHF7Fs2Wc4nScZ3muA7IYwqGQHFbvBtYstVea5595n794MQkL8mTG9D0ajPEcphBCi/nDFd6VewB2apuVrmpZ/9OuFmqYtPFUDpVSFUqrw2AsockEOIYRwPeXQp70qOwR3gdCqjwamvPMWvhmHsPr70Wzggy6N9cknW3hv/Y9omsb0GX0IC/PMUwQxzSJYvuxxunW7BKdT8eKCDxn55KsUFpZ6JI8rGc8dBBr8e2vOY1+b2j/glhybNm1l3dvfATBjeh8iIoLccl8hhBCiqlxRVP4f0B44/+jrA2Dy0ZcQQjRsh9+Fkh36ojxxI48/UHcapXm5WNauA8DWuyc+Qa4rBFJTs5gxU18w6MEHbuDSS1q7rO+a8PGxMOWpnkyaeB8Wi4mvv95B7z7PsmtXw36yIajlZeQU3ghK/92CcuovFOQU3khgi851niE9PZvp0/VF1wcOvJ7LLjunzu8phBBCVFeti0qlVLpSKvnYCygGspVS2bVOJ4QQnlSRAelL9eNmw/VtRKoo/dWXMZeWUtKsCbF33O2ySFarnYRxKygtraBTp+YMHlw/tgbWNI277rqMZa89RnR0KAcP5jBg4POsX9+wFwQP7zqRoohnyDtyDkWZEeQdPoeiiGcI7zqxzu9ts9kZN34lxSXldOwYz7ChN9f5PYUQQoia0NS/5/V4IoS+AmxBQUEBgYGBno4jhBD6HMfdI6HwVwjoBOc8/889JSqRs2c3thGPoimFc8Y0Gl/iuhGtZ555lzfWfk1wkB9vvDGayMiqPd/pTgUFJUyavJpvv90JwB13XMrYMd3x9rZ4OFnDMm/eelat/orAQF/eWDOaxo1DPB1JCCHcorCwkCB9hk9QNRYCFR4kT/oLIcTJZG/UC0rNAvFjqlxQOp1Oche+hKYUBRdf4NKC8ssvt/HG2q8BmDq1V70sKAGCgvx4/rkHefjhWzEYNN5//ycGDnqBtDSZwFJVX3+9g1WrvwJg6pReUlAKIYSo16SoFEKIf7NmQ+oC/bjpg+Bd9QWqD27+gsCdu3CYTDQaMtxlkTIyc5ky9Q0A+va5hv/7v3Nd1nddMBgMPDDoBl56aRghIf7s3n2Q3n3msnnzdk9Hq/cOH87nqSmrAejZ80quuqq9hxMJIYQQlZOiUggh/i3leXAUg985EHVPlZvZK8pxvPoaACW33UxwTIxL4thsDsaPX0lRURntz43hkUdudUm/7nDpJa1Zs3oU550XR3FxOU+MfIUXX9yA3e7wdLR6yW53MH7CSgoKSmnbthmPPXq7pyMJIYQQpyVFpRBCnCj3K8jbDJoR4seCZqpy0+Q31+BzJJuKoEBi+w1wWaRFizaybVsy/v7ezJ7dH7O56pnqg8jIYF5e+gg9778SgGXLP2f4w4vJyZHdpP5t6dJP+f33A/j5eZE4uz8WS8P6rIUQQpyd5LuVEEIcYy+ElOf048Z9wLdllZuWZGfh8/Z7ADj79cHi75p9I7///i+Wr/gcgMmT7qdJkzCX9OtuZrOJ0aPv5ryOcUybtpZff91Lz17PMCdxAJ06Nfd0vHrhp5928+prmwCYOOE+mjUL93AiIYSo37Zs2RIANEYGylzNCWReeOGFVf7trxSVQghxTOoCsOWCdyxE96tW04NLFxNUXkFxfCzxt3RzSZysrAImTdafrbunRxeuv/58l/TrSTd2vYBWraIZPXoZSUmHeWjIAh577HZ697oKrYp7gJ6JcnKKmDhpFUop7rrrMm688QJPRxJCiHpry5YtBgXjMWj90DQzcPZ+A6kbCqVsv27ZslKDWRdeeKHzdA2kqBRCCICCXyD7Y0DTp70aqr79RdaO7QRu/hYA/2HDMBiNtY7jcDiZMHEVeXnFtGoVzciRd9a6z/qieXwUr68cyYwZb/LJp78xb956tv2RxOTJPfH39/Z0PLdzOp1MmrSKnJwiWrZozKgn7/J0JCGEqNcUjMdkGKbC/az4mEvR8PweiWcShUaZzVfLLhmm7E6AGadrIkWlEEI4SiHpGf04sjsEdKhyU6fTScGihQQoRUGXzrQ+3zUjTK+++j9+/XUvPj4W5iT2x8vL7JJ+6wtfXy9mzuzLeR3jmTdvPZ99/gd792XwzNODaNmysafjudXy5Z+PhcfhAAAgAElEQVTz40+78fa2kJjYHx8f2c9TCCFOZcuWLYEYtH4q3M9KmG+Op/OcsXzNZQrCtCPF/bZs2fLC6abCyvxjIYRIfwWsmWCJgqaDq9U0bdMnBOzZh91iofGQYS6Js2XLPpa+/CkA48bdQ1xcpEv6rW80TeP++/6PV14ZQWRkMCkpWfTr/xwbN/7q6Whus3XrARYt/hiAsWO707x5lIcTCSFEvReFppnxMZd6OsgZz8dcenR68Wl/2ytFpRDi7Fa0HQ6/rR/Hjwajb5Wb2kpLYdkKAMru7EZAVO1H2PLyihk/4XWcTkW3bpdw260X17rP+u68DnGsWT2KSy9tTXm5lYmTVjF79jqsVruno9Wp/PwSxo9ficPh5JZbLuL2bpd4OpIQQjQEBkCTKa9uoP9vrFGFmlGKSiHE2ctphaREQEH4zRBUvR/qk9e8jnduHuWhIcT2rt7CPieN43Qy+anVZGUVEBfXiISx3WvdZ0MREuLPgheHMvjBrgCse/s7HnhwPpmZeR5OVjeUUkyZuoZDh/OJiYlgXEKPs3qhIiGEEA2bFJVCiLNXxkooTwFzKMQ8Uq2mhZkH8Vv/gf7FoAGYfXxqHWfVqq/47ru/8PIyk5g4AB8fr1r32ZAYjQaGDbuF+S88RGCgLzt2pNK791y+//4vT0dzuTVvbObrr3dgsZiYk9gfP7+zb4EiIYRoqKI//y42+rNvY0/1vsFqNbRcs7591Dc/N3VnLk+SolIIcXYq3QeZq/Tj2CfAFFit5oeWLMZotVHUuiXNrr+x1nG2/ZnMggUfAjBq1F20bhVd6z4bqiuuaMea1U/Stm0z8gtKGPHoUpYs/QSn87QrmjcIO3em8sILGwAY+cSdtGlz1vzMIYQQZwTvnDxf79z8Uz4v4zSZnCVNogrKIsOL3ZnLk6SoFEKcfZQdkuaAckDIlRB6dbWaH/79N4K+/wmlaQQNG47BULt/SgsLSxk3bgV2h5Mbbjifu++6rFb9nQmio8N47dVH6d79cpRSLFnyCSMeXUpeXsP+/lxUVEZCwgrsdgfXXdeRe+7p4ulIQgghqkspTVX2yILBQOZVndMKWjfPd18oz5KiUghx9jm0Dkp2gdFfH6WsBqfDQfHiRQAUXnUFEee2r1UUpRTTpq8lMzOPpk3CmDjhPnm27igvLzMTxt/LtKm98PYy88MPu+jd51m2b0/xdLQaUUoxY+abpB/MITo6lMmT5LMWQoiGSFNKQ9NkoaATyD6VQoizS3k6HHxVP455BCzh1WqeunED/kkp2L29aPLQ0FrHeWvdt3zxxTZMJiOJif0JCKj9s5lnmttuu4TWbZoyevRrpKVlM+iB+YwedRc9enRpUEXZu+/9wKZNWzEZDcye1Y+AgKqvNCyEEKIeUQplOHVRaS4ossR9sOmc9K5X7i2LDC9DKZq/9WG7nPPbZdr8/ayR32+JsRQWeRfFNcvJuK5L6on9Rvy6LTJo9/5GxnKr2e7nW1HQOj4r+8IOR9zy96oFGakUQpw9lIKkp8FZAYEXQvgt1WpuLS7CsFJ/DrO8x934hUfUKs7u3enMm7cegMce60a7djG16u9M1rpVNKtef5JrrjkPu93B7MS3mTR5NWVlFZ6OViV792Ywd+57ADzyyG106BDn2UBCCCFq7OhI5Snf98rL9zKVlZst+YVeAJrDoXkVFPkE7U0Ka/bJ5tbmklKL3c/XGrQ/JcIvNcP/WLtGP/wWHf77jqaaQqsICy4xlleYI7b82Sxoz4FgN/y1akWKSiHE2SNrAxT9DgZviBtDZd8QTiZl5XK8CgopaxRO7H09axWlpKScsQkrsNkcXHnlufTqeVWt+jsbBAT4MPeZgTz+2O0YjQY2bvyVfv2fIzn5sKejVaqsrIKxCcupqLBxRZd29OlztacjCSGEqAXN7jAoo/GUq8cZrTYjgNNi/sc1fhlHguy+3tb99962I/WWa/YA+BzJ9gN9dDN0x56okqhGBft63v5n8l037U697bpdTqPBackrrPdLhEtRKYQ4O1izIG2hftx0MHhXb3XV/NRU/D78GADTgw9g8qr5v+9KKWbNXkdqahaRkcFMeapXg5rG6UmaptGv37UsXvww4WGB7N9/iL795vHZZ1s9He2UEue8Q3LyESIigpg6tVetF3YSQgjhWZrDYXBWUlQajhaVDovZAXoReuy9Q10uSnH4+thtAf42AGOF1QgQvOdACEpph668OFUZDCps686ImI8+PwdNo7BFTL1f8Kfa39k0TQvTNC1J07S4E87doWnaAU3T7Jqm/aRpWltXhhRCiFpRCpKfBUcJ+LWDyO7V7uLIkoUY7XYKz21L9JXX1CrOBxt+5uOPt2A0Gpg1sx/BwX616u9sdOEFLVi9+kkuuKAFJSUVjBm7nGfnvYfN5vB0tH/48KNf2LDhZwwGjVkz+xIS4n/6RkIIIeo1g8NhUKZKisqjRaTTbHICGK1WA0B5aHBJSUwTfRnzo79M1pTSALxy8vysIUGlPoey/Vq8ueHcRj9vjbH5+5Wn3nLtrorw0PK6/RvVXrWKSk3TwoEPgbgTzrUAlgEJQBMgBXjFdRGFEKKWcr+A/O9AM0F8AmjGajXP/OkHgn75DafBQGgttxA5cOAQcxLfBmDo0Jvp1Kl5jfs620VEBLF40XD69bsWgNWrNzNkyAKysgo8nEyXnHyY2bPXAfDQ4Bu58MKWHk4khBCi1pxONKfSnCZTJZsn/3MNn2OjkcWxTfL+cZWmwdGi0lhhNVryC32jv/6pOUDGVZ33J/W4ZVdZVESZi/8GdaK6PxmtPfo6UVtgvFLqLaXUYWARcJErwgkhRK3Z8iHlef04uh/4xlerucNup2zpUgCKrr+GsNZtahylrMxKQsIKyitsdL60DQMHXFfjvoTOZDLy+GO3M/eZQfj7ebP1jyR69nqGX3/d69FcFRU2xiasoKzMykUXteKBB7p6NI8QQgjXOFYgOrws9lNdowwGBaA5nBocnw5r8/eznnid02R0GMsrTPqxyamMBufhzp1S9t/XbUdBm+N7XJpKSuv9jh3VLSofUkq9cOIJpdSHSqnFJ5xqA+yrdTIhhHCF1BfBng8+zaFxn2o3T3n/XfzSDmLz9aXpA4NrFWXus++xb38mYWEBTJ/eR56tc6Frrz2PVauepGXLxuTmFjN02EKWLfsMp7OSXyTXoXnPvc/evRmEhPgzc0YfjEb5rIUQ4kxwrKh0Wix/P29hySvwCt22K7zZR1+0iPr2lybKaNSLSqdeVB77898L9zi9LHZzUbEXQFlURJHB7jCgFJzw80HAgdTAFms3dAg4kBpY53+5WqhW1auUOlDZ+5qmWYBRwHOnuc4L8DrhVEB1cgghRJXk/wA5/wMMED8WDOZqNS8rKMC8+g0ArPffg29IaI2jfPrpb7z33g9omsaM6X0IC5N/9lwtJiaCFcufYPbsdXz40S+8uOBDtv2ZzLSpvdy6J+Tnn//BunXfAjB9Wm8iIoLcdm8hhBB17GiBGLgvKdw/JT3EXFzqZbTZ/n6upshkyi1oEZtn9/G22QL8rQAOL70APTYqeYzN18dqKSrxBsjtcE520J6kiMiftsaGbt8TZfPzsVqKSrxMZeUWu7eXrSwirF5Pg3X1r05nAMXA0tNcNw4oOOGV7uIcQoiznaMUkufqx1H3gH+7aneRtuwVLMUllEZHEdv93hpHSU3LYsbMNwF4YNANXHppzafQisr5+FiYOrUXEybci9lsZPPm7fTu/Sy7d7vn28zBgzlMnab/ImLggOu4/HJZt04IIc4k1uDAirLwkGJzSZnFXFziZff1thbFROdldzo3Pfn2G3am33hlUlnjRqV7+969zRaor/BaERJUYfP1sVoDA/6xuXJZ40aF1gD/ctBHMZPvuGF3Qcu4LM3hMPhk5/oro0HltW15KKn7zTvtAX42T/x9q0pTSp3+qn830jQFxCulkk84dwPwDtBZKbXzNO1PNlKZXlBQQGBgvR7ZFUI0FMnPwZF3wSsa2i8Ho0+1mufu30fFw49gcDpxTJlE9OX/V6MYVqudAQOfZ9eudDp1as6SxQ9jMlVvoSBRMzt3pjJ6zDIyM/Pw8jKTkNCDO26/tM7uZ7PZeeCB+WzfkUrHjvEsXfIIZrN81kIIUV2FhYUEBQUBBCmlCk98b8uWLecoo+ETFRtcjI+53q+K2qCV2by1lHx/zeG86cILL9xV2aUuGanUNK05sBoYdrqCEkApVaGUKjz2AopckUMIIQAo+kMvKAHix1S7oATIWbwQg9NJYaeONS4oAV6Y/wG7dqUTHOTHrJn9pKB0o3btYlizehRdurSlosLG1KlvMG3aWsrLradvXAMLFnzE9h2pBAb6MmtmPykohRBCnDVqXVRqmuaDvs3IeuB9TdP8j75kJ28hhPs5KyBpjn4ccRsEXljtLtK/2UzgH9txGo2EDxte4yhffrmNN974GoApU3oRGRlc475EzQQF+fHC84MZPuwWNE1j/fs/MmjQfNLTs116n2++2cHrq74EYMpTPWncOMSl/QshhBD1mStGKm9E31ZkMPqI47FXrAv6FkKI6jm4HMrTwBwGzapfEDpsNmwv61vtFt10AyFx1duC5JjMzDymTtN3YOrT+2quvPLcGvUjas9gMPDgg115acFQgoP92LU7nd59nmXz19td0v/hw/k89dQaAHrefyVXX93BJf0KIYQQDUWNikqllHbseUql1PqjX//7lezKoEIIcVoleyBTXySFuCfBVP0VVpPXrcX30GGsAf7EDnqwRjFsNgfjJ6yksLCUc8+NYcSI22rUj3Ctzp3bsGb1KDp0iKWoqIwnnniFFxd8iN3uOH3jU7Db9c86v6CEc85pymOP3e7CxEIIIUTDIBtnCSHODE47JCUCDgi9FkKq/xxkSU4OXm+uA8DeuydeATVbOGzx4o388UcS/n7ezJ7VD7O53u9ZfNaIigrhlZdHcP99+n8fy5Z9xsOPLCY3t2aP9r/88qf8/vsB/Py8SEzsj8Uin7UQQoizjxSVQogzw6G1ULoXjIEQ+1iNujj46lLMZeWUxDQl5va7atTH99//xbLlnwMwadL9NG0aXqN+RN0xm02MGdOd2bP64eNj4Zdf9tKz11y2bq10K+b/+OnnPbzy6iYAJk64j5hmEXURVwghhKj3pKgUQjR8ZalwcJl+HDsCzKHV7iJn918Efv4VAL5Dh2I0VX/EKSurgEmTVwPQo/vl3HDD+dXuQ7jPjTdewOsrRxIX14isrAIeemgBq9d8RVW22srJKWLSxFUopbjrrsu48cYL6jyvEEIIUV9JUSmEaNiUU1/tVVkh6BIIu7HaXTidTvIWLkRTioJLLiLqokuq3YfD4WTCxFXk5RXTqlU0I0feWe0+hPs1bx7F6ytH0rVrJ+wOJ88+u56EhBWUlJx66zOn08mkyavIzimkRYsoRj1Zs1FtIYQQ4kwhRaUQomE78j4UbwODD8SNhhrsZpT+5ecE/LUbh8lE5NBhNYrx2mub+PXXvfj4WEic3R9vb0uN+hHu53f02dcxo+/GZDSw6bOt9O07j/37M096/YoVX/Djj7vx9jIzJ3EAPj7yWQshhDi7yYoCQoiGpzwNsj6CsmTI/0k/12wIeEVVuytbeTnO1/SpsyW330p002bV7mPLln0sWfoJAOMSehAfH1ntPoRnaZrG/fdfSdu2zRibsJzklCP07fcckybex7nnxvD++z+SkZmL0Wjgk09+A2BsQg+aN6/+f3NCCCHEmUaKSiFEw5L1ESQ9ffQL5/HzBu8adZeydjUBWdlUBAcR27d/tdvn5RUzfsLrOJ2KbrddzG23VX/qrKg/OnaMZ83qUYyf8Do//7yHCRNfB8BoNKCUwunUn7fs0CGW27vJZy2EEEKATH8VQjQk5WlHC0on/ygoQT9fnl6t7oqPHMbnnfUAOPv3xeLnX632TqeTyU+tJiurgLjYRowd26Na7UX9FBoawEsLhtKjx+V/n3M4nH8XlAA7dqSSlp7tiXhCCCFEvSNFpRCi4cj66DTvf1it7jKWLsZUUUFx8zhibrq12nFWrfqK7777C4vFROKcAfj6elW7D1E/GY0GAvx9MBhO/oyupmm8v/5HN6cSQggh6ieZ/iqEqP+UAwp+gexN/GeE8kQVh6rc5ZE//yDo6+8A8B8+HIPRWK1If/6ZzIIFehE76sm7aN0qulrtRf2XkZl7yveUUpW+L4QQQpxNpKgUQtRf5RmQvRGyPwbrkdNfX8WFepxOJ4WLFhEAFFxxGa3Pq95+kkVFpYwbvxK7w8kN159P9+6Xn76RaHCiG4eiaRrw330rNU0junH190MVQgghzkQy/VUIUb84KyD7f/DXY7DtPshYoReUxkAIuwmoZMuQiNuqdIu0TzcSsO8AdouFxg8NrVY8pRTTpr9JRkYuTZqEMXHifUcLD3GmueOOzij134IS9P8O7rizs5sTCSGEEPWTjFQKITxPKSjdoz8zmbMJHMVH39Ag8CK9WAy5AgwWCOwESXP0904cQYofC95NT3sra2kpLF8JQNndd9AkqnG1oq5b9x2ff/4HJpORxNn9CQjwqVZ70XDExEQwedL9TJu+Fk3TUEr9/efkSfcT0yzC0xGFEEKIekGKSiGE59gL9VHJ7I+gdN/x85YoiLgFwm8Br3/t+RhxCwScpy/KU3FIn/IacVuVCkqAlFUrCMzLpzwslNiefaoVd/fudOY9p68W++ij3Tj33JhqtRcNz+23X8r5nZrz/np9n8roxqHccWdnKSiFEEKIE0hRKYRwL+WEwi16UZj3DSibfl6zQMiVEHErBF4AWiWz872bQrPqTVsFKMxIx+99fXEdbdAAzD5VH2UsKSknYdwKrFY7//d/59K711XVvr9omGKaRTBiRDdPxxBCCCHqLSkqhRDuUXFIX3AnayNYT1il1beVXkiG3QCmwDqNcGjJYoJsNoratKL5dV2r3E4pxezEt0lJySIyMpipU3rJc5RCCCGEEEdJUSmEqDvOCsj7Vn9WsvBX/n4G0ugPYV31qax+bdwS5dBvvxD0w88oTSN4+HAMhqqvU7Zhw89s3PgrRqOBWTP7ERzsV4dJhRBCCCEaFikqhRCuV7pPn96avQkchcfPB14A4bdB6JVg8HJbHKfDQcniJfgDhVdfSeu251a57YGkQyTOeQeAIUNuolOn5nWUUgghhBCiYZKiUgjhGvYiyPlMH5Us3X38vKURhN+sj0p6RXskWsqH7+OfnIrNx5smDw2pcrvycisJY1dQXm7l0ktbM3DA9XWYUgghhBCiYZKiUghRc8oJRVv1UcnczaCs+nnNBMFX6KuyBl0EmtFjESuKCjG+vhqA8nu64xcWXuW2c599j337MwkN9Wf6tD4YjbK1rxBCCCHEv1W7qNQ0LQz4FbhGKZV89Fx7YBnQEngFGKNOtWO0EKLhsx6BrI8heyNUZBw/79P86KI7XcEc7Ll8J0hZsYygwiJKIyOIu/f+Krf79H+/8e67P6BpGjNn9CU8vG4XERJCCCGEaKiqVVRqmhYObADiTjjndfTcp8D9wHxgAHqRKYQ4UzhtkP+dPr214GfAqZ83+kHo9UcX3WkL9WhV1PzUZAI2fgKA+cEHMFmq9hxnWlo2M2a8CcCgQddz6aXuWUxICCGEEKIhqu5I5dqjr84nnLsZCAJGKqVKNU0bD7yEFJVCnBlKk/TprTmfgr3g+PmAjvr01pCrwejtsXiVObJoIUF2B4UdzqXF/11dpTZWq52EcSsoKang/PObM+Shm+o2pBBCCCFEA1fdovIhpdQBTdOeP+FcR+BHpVTp0a+3Ae0q6+To6OaJQwYB1cwhhKhLjhLI+VwflSzZefy8Oez4ojvezTyXrwoyfvyeoC1bcRoMhA0bVuUtROa/uIG//kojKMiXWTP7YjJ57nlQIYQQQoiGoFpFpVLqwElOBwJJJ1yjNE1zaJoWopTKO0VX44CnqnNvIUQdUwqKtx1ddOcrcJbr5zUjBF8O4bdC8KX6Ijz1nMNup3zJUvyAoq7X0bhl6yq127x5O2vWbAZgypReREWF1GFKIYQQQogzgyt+OrQDFf86Vw74AqcqKmcD8074OgBId0EWIUR1WbMh+xN9VLLihP8besfqi+6E3wjmUM/lq4GUd9fhdzADq58vzQY9WKU2mZl5PDVlDQC9e1/FVVe2r8uIQgghhBBnDFcUlbnAv3/6CgCsp2qglKrghEJUq0cLewhxVnDaoeAHvZDM/xFw6OcNPhB2rT4q6d++Xi26U1Vl+XmY174FgPX++/AJPv1oo83mYPyElRQWltKuXTMeHdGtrmMKIYQQQpwxXFFU/gL8PRSgaVoc+vOSuS7oWwjhSmUpeiGZ8ynYTvi/qH97fdGd0GvA6Ou5fC6Q9torBBWXUNKkMXHd76lSm8VLPuaPP5Lw9/Nm9qz+mM31f4qvEEIIIUR1Zaammyf0fTi+/SWdikc+MyXj9C2qxhU7eX8NBGma1u/o1wnAZ0ophwv6FkLUlqNULyR3DoM/+8ChN/SC0hQCUT2hw+vQbpE+1bWBF5S5+/YQ8L/PAfB+6CGMptMXhz/8sIvly/U2EyfeR7Nm4XWaUQghhBBnr26tL23/w/++8j/Ze/d2uqbtq7Oeb1RX996y+Xvfvpfd3G77z7+5fJHUWv86Xill1zTtIWCNpmnPAEbgqlonE0LUnFJQvB2yP4KcL8BZdvQNAwR31gvIoMvBcOaMyDmdTnIWLSLQ6aTggvNpfVmX07bJyipg0uRVKKXo3v1yunbt5IakQgghhKgPDu7P8tq8/o/w3EOFltCoQOtVd3bMbtIi4t9rxbiMw27ncFqGV/ahw+aTvT/+padTmsTHnPIRwtpKO5Dsde2dt+T88uW3QQaDQbmy7xr9RKmU0v719XpN01oBFwHfK6WyXBFOCFFNtlzI/lQfmSxPOX7eq+nRRXduAsuZORKX8e3XBP65A6fRSKNhw057vcPhZOKkVeTmFtOyZWOeHHmnG1IKIYQQoj74/K0tYevmfxmHpoECNPj6va1R9z52bfK191yQUxf3tNvsGoDBaDxpQXf+5ReXnuy8q9w5sFfenQN75d3epnOwt6+P05V9u2yYQil1EDjoqv6EEFWk7JD/kz4qmf89HJt5bvCCkGv0YjKgY4NcdKeq7NYKbC+/jBkovuUmGsfGn7bNsmWf8csve/H2tjAncQDe3pa6DyqEEEIIl1NKUV5qrfJjfZlJOV7r5n8ZpxT67C7QC0vgrRe+iItrF1XaOC6sSiOW3r4WZ1UXHXU49KLSZDL9p6jMPnTE1OfSG9u99vUHf0XHNrN9+ub6oLUvvRY59KlRB59+bEJsXnauefCEJ9J7jngwB+BweoZpxtBRsb9/+3OgyWxSHS+/uHDy0nkpYZERp30EsSAnzxQaEW6vUugqOnPmvglxtilPg6yN+nYgtuzj5/3a6ovuhF0HRj/P5XOjlLfW4n84i4rAAGIGDDzt9Vt+28/iJR8DMC6hB/HxkXUdUQghhBB1pLzUani864sueYZFKZjz0Jp2Vb3++f+N+N3Hz6tKo37lpeUagJe393+KykOpB825R7LNRfmFRmKxHU7PtOzfsctv9L2DW19zx005FWXlhtcS5zc9VlSOvvfBFkUFhaZhU0anWSus2luLlkW9tWhZ+LApYw5XlqGirFwrKyk1NmrS2FbVv2NVSFEpREPiKIe8ryDrQyj64/h5UxCE3aiPSvo291g8TyjJycZr3TsAOPr0xisgsNLr8/KKmTBhJU6n4rZbL6Zbt0vcEVMIIYQQZ7nSomIDgI+/739GE4sLCw0AQaHBdgBreblWXlpmuHfYwMxR86ZlbN7wv4Av1m8Ms1VYtV83f+93YOce3ze3frH9SHqGecXcRVE2q9Vw5a1dCwFsFVatIC/feKzv0Igwu8Gof5mblW0CCI2MkKJSiLOKUlDy19GtQD4D57Hp9hoEXaIXksFXgOGkz3yf8Q6+vISgsnKKY5sR3+2OSq91Op08NWUNR44UEBfbiISEHm5KKYQQQoi64u1rcT7/vxG/V/X6t1/8Kvq7j7ZHKud/H23UDBpdbm1/uMeIq6u03Ya3r6XKzyaWFJcYAXz9/f/Tpryk7Oh7fk6Agtx8k6+/n2P4tDGHAExmfcqsw+Hgr9+2+QaGBttH3/tgi9zDWZY7BvY8PPW151OCQkMcAKPvfTD++/99+fdG3XcO6nV4/Etz0kGfKgxgNBpxJSkqRa3ZDx6k7JNPcBw+jDEyEp+bbsLUpImnYzUM5Wl6sVhxCLyi9ALRu5n+ni0fcv6nv1924Hgbr8YQfnTRHa+zc9pmXnIS2R9tgANJBP65AwC/YUMxnOYfyNWrN/PttzuxWEwkJvbH19fLHXGFEEIIUYc0TaOqU1ABrr3ngqzvPvzz5D9EKcW1916YVZ3+qqowN88IEBYV8Y/nGQty84zHir1jz2cW5OaaWrZvW3KsAPX193WCPtJot9u1wtx808AxIw7e9UCvXJNZH1jY/vPvPm0v6FA2at60tJS9B44YTUbl6+/vbNWhbfmxe/0/e/cdH2d154v/c6bPaKRRtXqxutwLthRiiim2ANsySXAIm5AQzL3A/kiyCZCENAikkATfZBNgk5tQlt+GsoG1DI4bxYSALRu5gItkWb23kTQq059z/5jRSJZkW5ZHxdbn/XqNxzrPM+c5MxrZ+s455/sd3EvZ0dIW1DiQQSVdFPuuXbBt2eJLAiMlIAQGXnsNYd/5Doxr1kz38Ga29u1A9a8ACATSjjW/DMTeBrhage5/+pLwAIDQAZHX+JPuLAVEMErMXpqqi9+A8Zk/wiwEhKIEXj1HfQOwbMVZH3fsWC1+//s3AQDf+fZGZGfzgw8iIqLZKDEjxrnpm9fVvPa7d8/I/gopsemb19UkpkdPSlmRHqtvSeo7r/cwJywAACAASURBVG+39Pb0aOpOVRmOlx4xt9Y36X/20jOnAcDldAn4hgK90RAIbONSktwAUH74mPH6W2/pfvHXf0jc8fIb0f22XrVWp5Wflhwy731zZ9RL+3Yey1qY50zKSBu1vPVn9z+cVPz8y7EA8NCmu7O/eP/Xm7/z1GPjmpE9HwaVNGGexkZfQCnlsMxZvnvbU09BO38+ZyzPxlHvDyjH+BCs9dWhv5uy/Ul3bgA0Qa9Te8npqqmG8Zk/QkgJIc9csmJ45j/QvWQJwsfI/NrbO4Dvff9FeLwKbrh+Mb7whfPXsCQiIqLL13W3LevMWZ7S9/7/HBmqU3nrko7JCigBIH1etjM03OJ59tEnU8Iiwj1xyYnOlatX9eRff7UtNTvDETkn2m0MMUoAyFyQZz/yYUkgVotPSXLHJic4hUolM+bnOLe88UL5n57YkvDCb55OVLyKyFqU1/fEi09XZC3MO+v473v04eab/+Xz1sHf19Pn5QTtuQopg1r3cmKDECIMQE9PTw/Cws6dZINmjt6//AUD//3fgDJGYKRSwXTbbQi9++6pH9hMJyVQ+1ugbSvGDCoBwJQDzP0uEJI1pUOb6U799imE7dg9KqAEAEWlQt/6m5H1r984o11Kie9+9wW8/c5RJCZG4a//9R2EhpqmashERER0gWw2GywWCwBYpJS24cdKS0tzpVq1U6aG98GodYzdAwWF3W0Qtd1m4VUKly9fXnauUzlTSRMivV64jx8fO6AEAEWBvbgY3qYmaDMzocnIgCYrC+qIiLHPv1xJBXA2Af2ngIFTwECF7++e7nM8SAUYkmZ9QNnf2YHushOwnzoFpbIKupoaWNo6zv4AKSHb2kY1/+1vH+Ltd45Co1bhFz+/kwElERERUZAxqKQL4mlogH3XLjj27IFitZ7zXOlwwPnBB3B+8EGgTRUZCU1WFrQZGdBkZkKbmQlVbCzGWzR2RlM8gKPWH0BW+ILI/oph2VovgD4u+OOboRRFQV9zE7rLy+CsOAVUVkFfUwt9dw80AEYu+h3c9jCKEBBz5pzRVF7egKe2bAUAfOMb67FgQWrwnwARERHRLMegks5L2u1wfPAB7Dt3wn3s2NABsxno6xv7QUIg9MEHIbu74Tl9Gu7Tp+FtaIBitcJVUgJXScnQqaGhgSBTk5EBbVYW1ImJEEFOdRxUihMYqBwKHAdOAQNVgHSNPlfofLUjTdm+2UdTFiD0wPG7cdblrzHrJnX408Xr8aCntga95WVwnq6AqKqGobYOuv4B6AEMz8UqhYB9Tgzc6WlQZaTDlJUNdYgZeOi7kFKeEVhKAEJKxKxbH2gbGHDie99/ES6XB6tWzcO//Mu1U/MkiYiIiGYZBpU0Jikl3GVlcOzcCcf770MO+GfbVCroVqyAce1a6PPz4XjvPdieesqX/XXowb7srzfeeEafit0OT1UVPJWVcFdUwFNZCU9NDWRvL1xHjsB15MjQyXo9tOnpvkDTP6OpSU2F0Omm4NmP4OkFBk6fGUDa6wCMqlsLqEz+wDHbFzyGZAGGNEA1xo/a3O8C1U9iKPvrsHZD0uQ8lynkcTnRffo0estPwl1ZCVVVNYx1DdC4XDAAMAw7V1GpYE9MgCc9DZqMDJiysxGZnQudeXRyopr774Xhmf+AMizjsJASjvvvRdywJD2/+OV/o7a2HXPmWPDYo3dcHrPhRERERDMQg0o6g9LdDfvbb8O+axe8tbWBdnVCAoxr18Jw441QR0cH2o1r1kA7f/646lSqjEbo5s+Hbv78QJt0u+GprfXNZlZWwlNRAU9VFaTDAffJk3CfPDnUgVoNTWrqGctnNenpUJmCuEfObR3a/zgYQDrPkmlZEw6E+INHU7bv7/qE8Zf7iLkZCF0EtL81rE7luksyoHQN9KOrvAz9p8rhqTwNdXUtTA1NUHm9GPnd8eq0sCcnwZs+F9rMTJizcxGVmQmN3jBm3yOlFd2K7iVL0P7Wm5BtbRBz5iBm3fozAso33zyA7ds/hkol8POf34mICHMQny0RERERDcfsrwTp9cJVWgr7zp1w7tsHeP0zcHo9DFddBWNhIbQLFkCopqY2ovR64W1s9AWZp08Hls/K3t7RJwsBdWLi0GxmRoZvn6YvY9g5LiIBV8vQ/sfBQNLdOfb5utjRAaQ2+swZ2llioLsL3WUnYT9VDm9lFbTVNTC2to2ZkdVtMsKelgI5dy70mVkIzc2FJXUu1JrJ+zyrqroFX/7yFjgcLtx/383YvJn1UomIiC4lzP46QzD7K42Hp6kJjl27YN+zB0rHUFZNTU6Ob1Zy9WqoQkKmfFxCrYYmJQWalBRg9WoAvuW4Snt7YNns4L3S0QFvQwO8DQ1w7t0b6EMVE+MLMjMzoclMhzbFBJW+DWL4MlbvGEEqBGBIHrb/0R9Ias8TpF6GFEVBf1srespPwl5RAVlZCX11LQzWLqgBjJz7c1rC4JybCqSnQ5+VDUtOLmISEqGaog8jAMDhcOF733sRDocLK1dm4667bpiyaxMRERHNVgwqZxnpdPqS7uzaBffRo4F2ERoK4w03wFBYCO3c0cXjp5sQAuo5c6CeMwf47FDheqWrKzCj6T59Gp6qCghvI7QJzdBENUJj3AutV4FoHN2nhBowpUOcEUBmAOrZV3JC8XrR01AHW3k5XBWngKpqGGpqoevtgxaAdsT59phouOamQpWeDmN2DsJz8xAbHTMdQz/DU1u24vTpZkRGmvHE41+GWj11AS0RERHRbMWgchaQUsJTUQH7zp1wvPceZH+/74AQ0C1fDmNhIfQFBdOTBOdieAeg0tRDn1QDfWQ1sKDKl0BHekadKl2Au1kFT7Pw3Tep4GkTEHorNOlt0GSGQZsZCk2GyZcQaBKXZ043r8eD7qrT6C0vg6viNFTV1TDW1kHjcI6dQCc+Dp65qVBnZMCUk4PInDzEhs68Zeq7dx/G669/BCEEnnj8K4iOnnljJCIiIrocXb6/ORMUmw2Od96BfdcueKqqAu2q2FgY166Fcc0a38zfpcDd46/9WO5PoFMBOOpxRtbUQerQof2PITm+e9UciNp6wFQBgUqgrwLorIYcGID72DG4jx2DffDxWi00aWnDls9mQjt3LoRhfIlkZhK33Q7r6XL0lw0m0KmBsb4Rao8HRgDGYed6NRrYkxPhnZsGTVYWzNnZiM7MgdZoPEvvM0d9fQeeeOJVAMDXvnY9CgpypnlERERERLMHg8rLjFQUuA4dgn3XLjg/+ghwu30HtFoYVq2CobAQusWLpyzpzgWTEnC3D2VeHUyg42ob+3xtzFDtx5Bs3xJWXeyoBDoCgDY7G9rs7KFLeb3w1tf7ls0OLp+trITs7/dloa2oGOpApYI6OfmMZECazEyozDMnq6jDZkNX+UkMnCqHt7ISmuoaGJtboVIUjNwZ6zYa4EhJhjJ3LnRZmQjNyUX03AyotSMXus58brcH33/kRfT1O7Bk8Vzcd+9N0z0kIiIiolklaEGlEOIrAH4GIBLAfgCbpZQ1wep/Sjjqgfbtw8o73OJL2nIJ8La0wL57N+y7d0NpGwrANBkZMBYW+pLuTFZm3Ym+blIBnI2jA0hPz9jn65OGAshABtaICQ9bqNXQpKVBk5YG3OBL6CKlhLelxRdUVlYGAk6lqwve2lpfmZV33gn0oY6LO7OWZkYG1FFR4x5DV001OrYPlcaIvmU9ItLOv6e1r73Nl4G14hRkVRV01bUwtndAhdEJdFyhZjjSUoGMdOgzsxCWk4OYpBSo1Opxj3OmqatrR3HxfjQ1W1Ff34ETJ+phsZjw85/fCY3m0n1eRERERJeioASVQogM+ALKjQA6APwEwAsArg1G/1OifTtQ/SsMFaIXQPPLvkL0MTdP8+DGJl0uOD/8EPadO+E6csQ3ywdAmM0wXHedrxRIZubkDmK8r5viARw1QyU8Bip8waQyMEanasCYOhQ4mrIAUyagmfxZQSEENPHx0MTHA1dfHWj3dnaeMZvprqiA0toKb0sLvC0tcP7zn4FzVZGRZ8xmajIzoY6Lgxgxe1pd/AaMz/wRZiF83zsh4Ny2HTX334u0olsB+DKw9jY1oqfsJJynK4CqKuira6HvsY2ZQMcRFQlnWgpUGRkwZGXBkpOHmDmxU5qBdbIVbyvB44+/AiEEFEVisCzSzTddgbi4iX/IQEREREQTE6yZyqUA9kspDwGAEOJ5AK8Fqe/J56j3B0bK6GPVT/oK1M+ggvTuykpf0p133z2jdqNu6VIYCgthuPJKCL1+8gdyztftl76ZS3eHP4is8mXLGUnofBlXzwgg0wHVFIz/AqijoqCOioI+Pz/QpthsvgBzWPZZb0MDFKsVLqsVroMHA+cKs3ko0MzIgN1kgPGZP0JIOVTfUUpIAIZnnkX58U+hamuHsaYe2oEB6AEMf0WkELDHzYE7LQ2qzAyYsrIRkZuH2PDLO6iqq2vH44+/AkWRGLmf9tXXPsAXb78KKcnTn4WWiIiIaDYJVlB5AsB1QoilAKoA/CuAPWc7WQgx8nfk0CCNY2Lat8M30zYWCZx+DAhdOJUjGj0Ktwue+gZ4amugdHdDDSDkKkAYjdCkpkKTkuqvKfkp0PLp1Ayq91OMmSjHN2Kg6fkzm9Qh/qBx2P5HYwogLs2tvaqwMOiWLoVu6dJAm3Q44K6uPnP5bE0NZF8f3EePnlHGZSwCACQQvndo5lNRq2FPSoBnbhrUGZkwZ+cgMjsbupCZs59zqhQX7/fP+I5+3wkhULx1Px54YP3UD4yIiIhoFgvKb/NSyhNCiL8BOORvqgaQf46HfB++JbIzg7MF5wyOBsp8t2kkAGhDAO28kUf6ABwH+o77/jqTaKOA6JuHakDq4wFx+SzDHIswGKDLy4MuLy/Q5nI6YK06jb5yfwbWqhqYK6uhUsaY4YXvnWiPjQE+/3mEZucgKjMTGt3MmrmdDna7Ewc/Pg2v9yyvm5RoarZO8aiIiIiIKFh7KgsArIcvkDwBX9D4dyHESjm44elMvwCwZdjXoQAagjGWCdHH4ewzlQIImQeELZuy4SgD/fBUVcNTXQWlrz/Qrgq3QJOeAW1a2tQsbz0f2yGg/wTGDshVQHQhkPy/pnpU08rh9aDT5UCny45Op+/e5nH5ancsyfHdAOS8/hbSd78H1Rg/HlKlgqcgH1kbPzfFo595pJQ4dqwWW4tLsHv3IfT3O896rhACCfGRUzg6IiIiIgKCt/z1iwBekVIeAAAhxA8B3AtgMYAjI0+WUjoBBH47HJnAZMrF3OJLLjMmAWT8cNL3VEq3G859+3xJd0pLh5LumCwwrF4NY2EhNNnZ0/9aDeeoBz75Ms46yxuzbkqHM5WklOj3umF1OdDhtMPqDyT7vZ4xzzepNYjSGRGlMyBKZ4Ru4+cgdr83mNpoqF8AQkrErJvdSzi7uvqw/e8fo7h4PyorWwLtsbERaGvrwlgfVUkpUbSxYApHSURERERA8IJKDYDhGUJCAYQAuDRy+xuSfdlKq5/EUBZTv7nfndSA0lNdDfvOnbC/+y5kz1ApDe2iRb5SIKtWQRgMk3b9izKNr9tUklLC5nH5ZiCddt8spMsBp+Id8/wwjQ5ROgMidUZE6X1BpFE94kctIww1998LwzP/AWVY9lchJRz334u41POXFbnceL0K9u8vw9biErz//jF4PL7XV6/X4vrrF2NjUT6WLcvAW28dxE/92V+llIH7H//odibpISIiIpoGwQoqPwTwnBDi3wC0Atjsv/8kSP1PvpibfVle298aVm9x3aQERkp/Pxx798K+cyc85eWBdlVkJAxr1sC4di00iYlBv+6kmMLXbSooUqLL7YDVv3TVt5TVAY8cvY9PAAjX6n0zkP7gMVJngE41vs9S0opuRfeSJWh/a6hOZcy69bMuoGxo6EDxthK8+eYBtLUNfbAyb14yNhYVYO3apQgNNQXaN2zIx5Kl6Sje6qtTmRAfiaKNBQwoiYiIiKaJGHvL4wV24luT+WMAXwcQD+AYgHuklKXjfHwYgJ6enh6EhYVd9HhmIikl3J9+6isF8sEHgNO/+lethr6gAMbCQuiuuALiEi5If6nxKEpg2ergPsgulxPKGMt51UIgUmtAlN4XOEbrjAjX6qG5jOo/TiWHw4V33/0EW4tL8PHHFYF2i8WEm2+6AkUbC5CdlTCNIyQiIqLpYrPZYLFYAMAipbQNP1ZaWpor1aqdMjW8D0atY3pGOEvY3QZR220WXqVw+fLl58xaGqzsrxLAY/4bDePt7IRj927Yd+2Ct6kp0K5OSfEtb73+eqgjLu/agjOB0+uF1WVHh8sBqz+I7HE7x9wNqhMqROoH9z/6ZiAtWj1UM2k/6yVISomTZQ0o3rofO3aWoq/P9/+AEAL5+dnYWFSAa69dCJ3u0iwxQ0RERDRb8be3SSA9HjhLSnxJdw4eBPylI4TRCP0118BYWAhtXt7MSrpzGRnwuIcysPrv+zzuMc81qjSI0vv3P/oDyFCNlt+bIOru7seOHR+jeFsJTp0a+mAlPj4CRRvysW79SmZtJSIiIrqEMagMIk9dnW9569tvQ+nuDrRr58+HsbAQ+quvhsponMYRXl6klOj1uM+cgXQ6YFfGzsBq1mjPyMAapTPApNFO8ahnB0VRcOBABbYW78d7730Ct9uXdEen02D16oXYWFSAFSuyoOLyYSIiIqJLHoPKi6TY7XDu3Qv7rl1wnzgRaFdFRMBw440wrlkDTUrKNI7w8qBIiR6384wZSKvTDtdZEuhYtPpABtZo/72e+1UnXVOzFdu2lWDbtgNoaekKtOfkJKKoqAA3FS6DxRIyjSMkIiIiomBjUDkBUkq4T5yAfedOON9/H9Lh3yOsUkG3cqVvVnLlSggNX96J8CgKut1OdLj89R+ddljdDnjHSCqlgkCETn/GDGSkzsAEOlPI6XRj7/ufonhrCUoOnMJg8i+z2YCbbroCG4vykZeXPM2jJCIiIqLJwqjnAni7uuDYs8eXdKe+PtCuTkz0Jd254Qaoo6KmcYSXHpfiHcrA6vSV7+h2O8ZMoKMRqjOS50TqDQjX6qEWDCCnw6lTjdjqT7rT0zMQaF+xIgsbiwqwevVCGAy6aRwhEREREU0FBpXDeBobYd+5E97WVqhjY2EsLIQ6Lg6uAwdg37ULzpISwOsveK/Xw3D11b6kOwsWzOrELmW1zdh7qhJOoUAvVbg2OwO5qfGjzrN7Pb79j86hDKw2j2vMPvUq9dDeR38m1jCNbla/zjNBb+8Aduw4hOJtJTh5cuiDldjYcGxYvxIbNuQjMZEfrBARERHNJgwq/ey7dsG2ZQsgBCAlIAQGXn0VIiQEsr8/cJ42NxeGwkIYrrkGqhDuDXv1g1L0JmqhSQ8LvJn+6W3HkY+a8JklWeh0+vc/uuzo946dQCdErfXvfzQg2l8HMkTNDKwzhaIoKC2txNbi/Xj33U/gdPoy6Wo0alx7zQIUbSxAQX4O1GrOGBMRERHNRgwq4ZuhtG3Z4gsmB/ft+e9lfz9gNsO0di2Ma9dCk5Y2fQOdYcpqm9GbqB2VwVNKiYEEPd5pqxv1mDCNzj/7OJSB1aDm23Amam3txptvHsC2bSVoaOwMtGdmxKNoYz5uvukKRESYp3GERERERDQT8Ld5APadO4dmKEcSAqabbkLoPfdM/cBmuD3Hy2HMGV1fUAgBKSWcfU4Y+hTMMYUgJ34O0qIjoVUxA+tM5nZ78P77x1C8rQT79pVBUfxJd0IMWFu4DEUb8jF/fgpnkYmIiIgogEElAG9r69gBJQAIAW97+9QOaAZzufxBx1slSL41FybV2MGFVCTqjjZi9/95L9A2Z44FOTlJyM1NQm5OInJykxAfF8EAZQaorGzG1uL92L79Y3R3Dy33XrYsAxuL8nH99UtgNDLpDhERERGNxqASgDo29uwzlYPHZ7mKiiZsLd6PHX8vRURONFZ9NR+WuLBzPiZEpcHatUtRVtaAuroOtLX1oK2tBx98cDxwjsViQk5OEnJyEpGXm4ScnCSkpMRwf94U6OtzYNfuQyjeuh/Hjg8tVY6ODsP69StRtCEfKSkx0zhCIiIiosnjcHv1nQPOaLei6LQqlSvKpO8waNXOybzm+uz8BY/84cmaz6y5tm/ksU1LV+etva2o8+5HvtU2Wdf/tOSQ8Xffezyp7Min5rCIcM+Gr36x7d6fPNR6sf0yqARgLCzEwGuvjX1QShgLC6d2QDNEb6/dF3QUl+D48TpEJkfgmm9djeRFiQAAtRfwCAkInDHbKKWv7bZVy5B7hy8LbH+/AxUVTSgra0BZeQPKyhpQVdmCnp4BHDhwCgcOnAo83mjUITs7ETk5if5ZzSRkZMRBq+Xb9WJJKXHocBW2Fe/HnrePwuHwZd/VqFW46qr5KCoqwJVX5kKj4TJlIiIiunx19DujmnvtacPbrHZXXHyosSY6RN95loddFK/Hg9b6Jn1HS6t2rOOPPP2r2sS5KWOXRgiC97buCPvR1x7IyF48v/8bP/tBXfnRY6bnn/x9UkR0lOeL//r1i3rO/C0dgCYxEWHf+Q5sTz3lm7EcJCXCvvMdaBITp29wU0xKiUOHfJk+33n7KBxON/RmPa6950rMX5MHoRJQQWChJRqLLNH4nw+PwJaohVSGzfIKIKzRjdyrhsqKhIQYsGRJOpYsSQ+0uVweVFY2+wPNRpSV1aPiVBPsdheOHq3G0aPVgXM1GjUyM+KRkzsUaGZnJ8Bo1E/J63Kpa2/vwVtvHUTxthLU1Q0t505Lm4ONRQW45ZYViIoKncYREhEREU2MlBKKxLiXuTk8Xv3IgHJQc689zahVDxg045uxVAko493K5XF7BACo1Ooxl0cuuXLFwFjtweKw21V3Pnh/0z2PfKtV+BJtdn5acii07MgxEwAGlcFgXLMG2vnzR9WpnC0BZVtbN9586yC2bStBfX0HAECoBFZ/OR/z180HtL6f0zRTGFZExCFU69tft+mq5Sira8be8mF1KnMyzggoz0an0yAvLxl5ecmBNq9XQW1dG8pONqC8vDEwq9nba/f9vbwBxcUlvvEJgdTUGOTmJCEnd2ivpsXCUi8A4HZ78c9/HsfW4hJ89NFJeL0KAN9M8No1y1C0MR+LFqZxTysRERFd0hQJ1Ym2nqXB6q/K2jdvvOfOm2M5rBZQxnOu1+sLKjUazaigsqOlTfPl/LXznvvHtpMJqcnuXa9utbzy9HOx9/7kwcZfffMHqV0dVu09P/i3hi89sLkTAFobmjRP3Ptg6uF/HgjTaDVy8ZUrbD/+05baqNgY79muf9OXPtc9/OvaU5W6xuo6Q9HXbr/o5bYMKofRJCYi9O67p3sYU8bt9uKDD45ja/F+fPTRyUCmT5NJjw13rkLSdRlwqH0/IxFaPfIj45FgHF1CIjclHrkp5w8ix0OtViF9bhzS58bh5puvAOD79Km52YqyssYzls92dNhQU9OGmpo27Nx1KNBHfHyEL9DMSURubjJycxMRE2OZNcFTdXUrireVYPv2g+js7A20L1k8FxuK8rHmxqUwmTjDS0RERDSVHAMOAQB6g2FUUNlS16i1tnVoe7ttaqTC3drQrKs8Xhby0KZ7slcXFXY67Q7Vc7/896TBoPKhTZszentsmvsefaje5XSJ1559Pu61Z5+Pvu/Rh8e1P/LwP/ebfvjVBzJiEmKdX/jfX73o5b4MKmehquoWFG8twfa/H4TVOrRHeMmSdKy/rQCmRTFodPXDAQV6lRrLwucgJzQSqmkKyoQQSEiIQkJCFK67blGgvbOzNxBglpf57hsaO9Hc3IXm5i68t/fTwLmRkWZf5ll/oJmTm4ikxKhRNTYvVQMDTuzecxjFxSVnLBuOjDRj3Tpf0p25c5lwioiIiC4/KgFl3hzL4fGe39xrT+iyu876i1GEUdcaH2psGu+1x3vdgd4+FQAYzaZRs4l9NpsKACyR4R4AcDkcwjFgV226767mB7f8tOn9N3eHvrv171Fup0t8/P5HIVUnTplePfLusbaGJu2Lv3k2zu1yqa6+ZY0NANxOl+jp6g4kyIiMifKo1L4vvR4P/vCjX8a/8vs/xy8sWN77xItPV+uNo4PcC8Wgcpbo73dg9+7DKN5Wgk8+qQm0R0eFYd26Fbh5wxXotggc6+lEl6sfAkBeaBSWhsdAr56Zb5OoqFB89so8fPbKvEBbb68dp0414mRZA8rLG1Be1oiq6hZYrX3Yt68M+/aVBc4NCdGPyjw7d27sJZOkRkqJTz6pQXFxCXbvOYyBAd/Sf7Vahc9+Ng9FG/KxatV8aLWXxvMhIiIimgghBMa7BBUAok369nMFldEmfbtaJcbd33j19/WrAcBkNo/q29Fv9x8LUQCgx9qtMZlDvPf/9OEWANBofUtmvV4vTh76xBQWGe55aNPmDGtru67ori+1Pvbcb2stkRFeAHho0+a5H+1+L2Kw741fv6P1kaefbACAB9Z/OePYgUNhD/z8B3V3fOOejmA9t5kZLVBQSClx9Gg1thbvx549R2C3+5JJqdUqrFo1DxuLCvCZz+Si1tWLg12tsPd4AAAJhhDkR8YjQmeYzuFPSGioEcuXZ2L58sxAm8PhwunTzYGls+XljaioaEJ/vxOHDlXi0KHKwLk6nQZZWQlnZJ7NzIyHwTBzajR2dvZi+3Zf0p3q6qEVDikpMSjakI9161YgJsYyjSMkIiIimrkMWrUzPtRYM1aynvhQY81klRWxWbvUABAVF+MZ3t5j7VJLf2nDwe1aPVarJnNBXv9gAGoymxQAsLZ3aDwej7BZuzV3PfxA461332HVaH3JZI8dOGzMW7bQ/uCWn9bXVlS1qTVqaTKblayFeQ4A2P5ffwsv/ce+8N9ufbH8MzeOLmlyMRhUXoY6Omx4a/tBbCsuQU3t0L7b1NQYFBUV4Jabr0BMjAVtzgHs7KhFh8sOAAjVRDolIAAAIABJREFU6JAfGYdkY+hltf/QYNBhwYJULFiQGmhzu72oqWlFeXmDf1azEeXlDejvd+L48TocH1a3Ua1WYW5aLHJyE5GTk4S83CRkZyciNNQ4Zc/B4/Hio4/KUFy8Hx98cBwef9Idg0GHG29YjKKNBVi6JP2y+r4RERERTZboEH2nWafpm8o6lT1W35LUd17fbunt6dHUnaoyHC89Ym6tb9L/7KVnTgOAy+kSACAloDcaAjOacSlJbgAoP3zMeP2tt3S/+Os/JO54+Y3ofluvWqvTyk9LDpn3vrkz6qV9O49lLcxzJmWkuUde/+hHB805i+f3rVy9qq/H2qWWikRIqFnR6nUzb/mrEOKXAOZLKdcHu286O4/Hiw8/OonirfvxwT9PBDJ9Ggw63HjjEmwsKsCSJXMhhMCAx4332xtQ2e9LAKURKiwJj8H8sCioxeWxx/B8tFo1srISkJWVgHXrVgIAFEVBQ2Mnyst85U18ZU4a0NXVh9OVzThd2Yzt2z8O9JGUGIXc3OGZZ5OCXpajrq4dxdtK8NZbB9He3hNoX7AgFUVF+Vi7ZhnM5ktvRpmIiIhouhm0ameixdQ4VddLn5ftDA23eJ599MmUsIhwT1xyonPl6lU9+ddfbUvNznBEzol2G0OMEgAyF+TZj3xYEojV4lOS3LHJCU6hUsmM+TnOLW+8UP6nJ7YkvPCbpxMVryKyFuX1PfHi0xVZC/POGhS7HE7V6WMnQz4bnrFc8ccKarVa3nbvV1u+/ZvHxrWH9GzE4FRrMAghFgD4CMBSKWXl+c4f9rgwAD09PT0ICwsL2nhmg9raNhQX+4KOjk5boH3hwlRsLCrAmjVLERLiCzo8ioLjtg4c7emAR/reSFnmcCwPj4VJM2YN1llPSon29h5/5tn6QJmT5uauMc+Pjg4LBJi5uUnIzU1EfHzkWWcQ6+raUVy8H03NViTER6KoqAAxMRa8884RbC0uOWNpbnh4CG655QoUbShAZmZwsu0SERERzTQ2mw0WiwUALFJK2/BjpaWluVKt2ilTw/tg1DqmZ4SXpq72TvWJ0qNGKeUZv5hmLsi1xyUnekY9wO42iNpus/AqhcuXLy8bdXyYoAWVwvdb8z8BvCOl/PEFPpZB5QWw253Ys+cIireV4PDhqkB7RIQZ625ZgaKifKSnxwXapZSoHejFga5m9Hl8M+Fz9EbkR8YjRm+a8vFfDrq7+1F+qnEo82x5A2pr2zHWz1NYmMm3R3OwzEleElJT5uCt7Qfx+OOvQAgReJyiSOh1Gjhdvp9rlUrgM5/JRdGGfFxzzQJotVyxTkRERJc3BpUzxAUElcH8DfUeAEsA/FkIsQ7ALinlqLW8NDFSShw7VoutxSXYvfsQ+vt9M9sqlcCVn8lD0cZ8XH3V/FFBh9XlQIm1Gc2OfgCASa3Biog4pIfMnrqNkyE8PAT5K7ORvzI70DYw4ERFRdOwMieNOF3ZDJttAAcPVuDgwYrAuTqdFi7X4I/HmYGo0+VBbGw4Pv+5K7F+/UrExoZPxVMiIiIiIpqQoASVQggzgCcAVABIAvAVAD8QQqyWUo76BEEIoQcwvPp6cDeiXUa6uvoCmT4rK1sC7UlJ0Sgqysf6dSswZ87ooMPh9eBQdxvKe62QANQQWGCJxiJLNLQqlpiYDCaTHosXz8XixXMDbW63B5WVLUOBZnkjyssb4XC4ztqPSiVwU+EybN68ZiqGTURERER0UYI1U/k5ACEArpNSWoUQvwDwKYA7AfxpjPO/D+AnQbr2ZcfrVbBvXxmKt5Xg/fePwePx1Uc16LW4/obFKNqQj2XLMqBSjU6qo0iJsl4rDnW3waX4HpdmCsOKiDiEamdOWYzZQqvV+PdWJgFFvjavV8G3/u3/4qOPTuJsq8+bW8bes0lERERENNMEK6hMAlAipbQCgJTSI4T4BMDcs5z/CwBbhn0dCqAhSGO5ZDU0dKB4WwnefPMA2tqGMn3Om5eMjUUFWLt22TnLWDTa+1BibUa327c0NkJrQEFkHOKN5kkfO42fWq1CdlYC9u8vD2TpHU4IgYT4yGkYGRERERHRhQtWUFkPYGS0kwrgvbFOllI6AQTS3c7mvX0OhwvvvPsJirfux8elpwPtFosJN998BYqKCpCdlXDOPmxuJw5YW1Bn7wUA6FVqLA+PRXZoBFSz+LWdyYqKCvDif7475jEpJYo2FkzxiIiIiIiIJiZYQeV2AL8XQtwL4C34lsMuAbAzSP1fVqSUOHmyHsXFJdixsxR9fb5tp0II5OdnY2NRAa69diF0unN/e9yKF0e623Hc1gkFEgJAXmgUlobPgV7NfZMzWUpKDH78o9vx02HZXwfvf/yj25GSHDPdQyQiIiIiGpegBJX+fZSFAJ6Cb1lrC4DbpZQ1wej/ctHd3Y8dOz7G1uISVFQM1ReNj49A0YZ8rF+fj/j4iPP2I6XE6b5ufNzdCrvXV3oi0WDGysg4ROgMkzZ+Cq4NG/KxZGk6ircOq1O5sYABJRERERFdUoJWUkRKuR/AZ4PV3+VCURSUlJzC1uL92Lv3U7jdvuQ5Op0G161ehKKifKxYkTVm0p2xtDkGsN/ajA6XHQAQptFhZWQcko2hs3oZ8aUqJTkGDzywfrqHQUREREQ0YaykPkmamq3Ytq0E27YdQMuwTJ45OYkoKirATYXLYLGEjLu/fo8bH3e1oLLfl8BHK1RYEh6DeWFRUIvxBaRERERERETBxqAyiJxON/bu/RRbi/fjwIEKSH+9iNBQI266aTmKNuQjLy/5gvr0KAqO2TrwSU87PP7+sszhWB4eC5NGG/TnQEREREREdCEYVAZBeXkDiotL8PcdpbDZBgLtK1dmo2hDPlavXgiD4cJqREopUTtgw4GuFvR53ACAOXoTCiLjEa0/e1kRIiIiIiKiqcSgcoJ6ewewY8chbC3ej7KyoRKbsbHh2LB+JTZsyEdiYtSE+ra6HCixNqPZ0Q8AMKk1WBERh/QQC/dNEhERERHRjMKg8gIoioKPPz6N4uISvPveJ3A6fTOIGo0aq69diA1F+SjIz4FaPbE9jg6vB4e621Dea4UEoBYCC8OisdASA+04E/kQERERERFNJQaVw9TVtaO4eFh5h6ICpKTEoKWlC2+9dRDbtpWgobEzcH5mRjyKNubj5puuQESEecLXVaTEyV4rDne3wqUoAIA0UxhWRMQhVHthy2aJiIiIiIimEoNKv+JtJXh8RCH6F158FxkZsaiqaoWi+JLkmEMMWFu4DBuLCjBvXvJFL0dttPeixNqCbrcTABCpNSA/Kh7xhvFnhiUiIiIiIpouDCrhm6F8/PFX/IGj9Lf67k+fbgEALFuWgY1F+bj++iUwGi9+9rDH7cQBawvq7b0AAINKjWURscg2R0DFfZNERERERHSJYFAJoLh4v3/GUY46JgTwuVuvxA9+sCko13IpXhztbsdxWycUSAgA88KisMQyB3q1OijXICIiIiIimioMKgE0NVsDNSVHEkKgr99+0deQUqKirxulXa2wKx4AQKLBjPzIOITrDBfdPxERERER0XRgUAkgIT7yHDOVAgnxkRfVf6tjAPutTeh0OQAAYRod8iPjkWQ0s0QIERERERFd0hhUAigqKsCL//numMeklCjaWDChfvs9bhzsakFVfw8AQCtUWBI+B/PCIqEWLBFCRERERESXPkY2AFJSYvDjH90OlUpArVadcf/jH92OlOSYC+rPoyg40t2G1xtPBQLKbHMEvpCUjYWWaAaURERERER02eBMpd+GDflYsjQdxVuH1ancWHBBAaWUEjUDNhy0tqDP6wYAzNGbUBAZj2i9cbKGTkRERERENG0YVA6TkhyDBx5YP6HHdrrsKOlsRotzAAAQotZgRUQc5oZYuG+SiIiIiIguWwwqL5Ld68Ghrlac6uuCBKAWAgvDorHIEgONistciYiIiIjo8sagcoIUKXGytxOHu9vgUhQAwFxTGFZExsGs0U3z6IiIiIiIiKYGg8oJaLD3osTagh63EwAQqTOgIDIecYaQaR4ZERERERHR1GJQeQF63E4csLag3t4LADCo1FgeEYsscwRU3DdJRERERESz0KQElUKInQBekVK+MBn9TzWX4sWR7nacsHVCgYQAMC8sCkssc6BXq6d7eERERERERNMm6EGlEOJfAKwF8Eqw+55sPW4nKvq60OtxI1SjRWZIONqcA/i4qxUOxQsASDKakR8ZD4tWP82jJSIiIiIimn5BDSqFEJEAngJQHsx+p8Kp3i582Nl4RtsnPR2Bv4dpdMiPjEeyKXSqh0ZERERERDRjBbvmxVMA/gfA/iD3O6l63E582NkICZxxG7QoLBq3JmYyoCQiIiIioglbn52/YN/uveaxjm1aujrvLz//7ZzJurbL4RT//sjP4m9Ov2Lh1VHZS+9YuSb3nTe2hwWj76DNVAohVgO4HsACAP9+nnP1AIavH53WaK2ir+usx4T/D7VgzUkiIiIiosuFtqZBb975XrSm3arzxES6+gpXd7jTkpyTdT2vx4PW+iZ9R0urdqzjjzz9q9rEuSmuybr+ntfftLz+p/+MveXLt7Wn5WQ69u/ZG/bDr/5/mcmZc49nL5p3Uc87KEGlEMIA4I8A7pNS2sT5M6F+H8BPgnHtYOj1uC/qOBERERERXTpCt+2JCv/LK2kQ8C1RFIB5x964rs1fqulbf0PnZFzT4/YIAFCp1XKs40uuXDEwGdcddMu/fKH7+ltvOWowGSUA3Pa/7+y8JiYv/JN9H4dcbFAZrOm3HwE4KKXcPs7zfwHAMuyWFKRxTEioZswPC8Z9nIiIiIiIpomUEAN21XhvurJKY/hfXkkTUkIoEoP3kBIRf345TVteaRxvX5Bjxodj8np9QaVGoxn1oI6WNk1h6tJFTbX1WgDY9epWy11Xb8gueecfIZ9fcNW86+LmL37593+OGjy/taFJ88C6OzJWhWcuvTYmd8k3i76S3tnaft6yFAaTUToG7GLfnr3mH931jVSP2yUWFiy/6GA2WMtf7wAQI4To9n9tArBJCLFSSnn/yJOllE4AgWh4HDObkyrLHIFPhyXlGSnbHDGFoyEiIiIiovESdocq+fZ/XXrR/QCAlIh/6GfzxvuY+leePixNRmU85zoGHAIA9AbDqKCypa5Ra23r0PZ229RIhbu1oVlXebws5KFN92SvLirsdNodqud++e9JX3pgcycAPLRpc0Zvj01z36MP1bucLvHas8/Hvfbs89H3Pfpw67nGoHi92Jh35UJrW4dWrVbL7z/9y+qcxfMd432+ZxOsmcqr4NtLucR/2wbgx/7bjGfR6rEqKhECGHVbFZWIMJYPISIiIiKiizDQ26cCAKPZ5B15rM9mUwGAJTLcAwAuh0M4BuyqDV/9Yutjz/2u7qY7Pt/ZY+3SuJ0usW/3XnPViVOmP2z/66l5VyweOLrv41C3y6W6+pY1NgBwO12io6VNM3hTvEOXU6nV+O+je4/96pX/W5G7dGHfloceS609Vam72OcWlJlKKWXD8K+FEH0AOqSUZ5/+m2GyQiMQazDh1LA6ldnmCAaUREREREQzmDQalPpXnj483vPDn3s1wfz2B7FCGb10VaoE+m64qrX7619sGu+1x3vd/r5+NQCYzOZRj3H02/3HQhQA6LF2a0zmEO/9P324BQA0Wt+SWa/Xi5OHPjGFRYZ7Htq0OcPa2q4ruutLrY8999taS2SEFwAe2rR57ke73wsstdz49TtaH3n6yUC8FhpuUa4tKrQV3HhN7/qs/EV//+vrEeeb4TyfoNapHCSl/Npk9DvZwrR6XBERN93DICIiIiKi8RIC412CCgB9625oN+/5INafnydA+v/oW39j+4X0N142a5caAKLiYjzD23usXWrp35s5uC2wx2rVZC7I6x8MQE1mkwIA1vYOjcfjETZrt+auhx9ovPXuO6warS//y7EDh415yxbaH9zy0/raiqo2tUYtTWazkrUwzwEA2//rb+FRsTHughuu6QcAvUEvjWaTV6fXj39j6FlMSlBJREREREQ0E7nTkpxdm79UE/Hnl9PksOyvkEDX5i/VuFMTJ6WsSI+1Ww0A77y+3dLb06OpO1VlOF56xNxa36T/2UvPnAYAl9M1uLUT+mGzoHEpSW4AKD98zHj9rbd0v/jrPyTuePmN6H5br1qr08pPSw6Z9765M+qlfTuPZS3McyZlpI0qX/HJ/o/NO/76Rszn/9edLQmpyc7339wVYbN2a9ZuKjp7fcVxYlBJRERERESzSt/6Gzqdi/L6zDveHapTedN1HZMVUAJA+rxsZ2i4xfPso0+mhEWEe+KSE50rV6/qyb/+altqdoYjck602xjiK/eRuSDPfuTDkkCsFp+S5I5NTnAKlUpmzM9xbnnjhfI/PbEl4YXfPJ2oeBWRtSiv74kXn67IWph31vF/59ePNarVGrnjr6/H9Nl61el52QNb3nj+1FgB6IUS8gLS4E4WIUQYgJ6enh6EhYVN93CIiIiIiGia2Gw2WCwWALBIKW3Dj5WWluZKtWqnTA3vg1F70VlL6RzsboOo7TYLr1K4fPnysnOdGqzsr0RERERERDQLMagkIiIiIiKiCWNQSURERERERBPGoJKIiIiIiIgmjEElERERERERTRiDSiIiIiIiIpowBpVEREREREQ0YQwqiYiIiIiIaMIYVBIREREREdGEMagkIiIiIiKiCWNQSURERERERBPGoJKIiIiIiIgmjEElERERERERTRiDSiIiIiIiIpowBpVEREREREQ0YQwqiYiIiIiIaMKCFlQKIYqEEFVCCI8QokQIkResvomIiIiIiGhmCkpQKYTIAPA8gO8BSARQC+DPweibiIiIiIiIZi5NkPrJA/CIlPI1ABBCPAtgZ5D6JiIiIiIiohkqKEGllPKtEU05AE4Ho28iIiIiIiKauYI1UxkghNABeBDA/znHOXoA+mFNocEeBxEREREREU2+ycj++gSAPgB/Osc53wfQM+zWMAnjICIiIiIiokkW1KBSCHEjgHsB3CGldJ/j1F8AsAy7JQVzHERERERERDQ1grb8VQiRDuC/ANwnpTxxrnOllE4AzmGPDdYwiIiIiIiIaAoFJagUQhgBvAVgK4BiIYTZf6hfSimDcQ0iIiIiIiKaeYK1/HUtfGVF7gHQO+yWGqT+iYiIiIiIaAYKVkmRrQC4hpWIiIiIiGiWmYzsr0RERERERDRLMKgkIiIiIiKiCWNQSURERERERBPGoJKIiIiIiIgmjEElERERERHRLGJt61DfvvyGvAdvu3tuMPpjUElERERERDQF1mfnL9i3e695rGOblq7O+8vPfztnKsbxq2/+ILnqRLmpqbZeH4z+glJShIiIiIiI6FJitNfpY6xvR+tdHTqnLtrVHnlDh92Y4pys63k9HrTWN+k7Wlq1Yx1/5Olf1SbOTXFN1vUHfbjzXfO7W/8elb14fr+iKEHpk0ElERERERHNKnM6dkSlNL2UBggAEoDAnM634+oS7qxpiy7snIxretweAQAqtVqOdXzJlSsGJuO6wzntDvGrb/0wdclnV9ryli3qP7j3w7Bg9Mvlr0REREREdOmSEiqvXTXem6m/wpjS9FKagISAgsF7QCKl6T/TTP2njePtC3LM+HBMXq8vqNRoNKMe1NHSpilMXbqoqbZeCwC7Xt1quevqDdkl7/wj5PMLrpp3Xdz8xS///s9Rg+e3NjRpHlh3R8aq8Myl18bkLvlm0VfSO1vb1ecbwzM/eTK+taHR8O1fP1o/7oGPA2cqiYiIiIjokqVSHKrlx7++9GL7EQAAifmVP5o33seUzn/usKI2jmsNqWPAIQBAbzCMCipb6hq11rYObW+3TY1UuFsbmnWVx8tCHtp0T/bqosJOp92heu6X/570pQc2dwLAQ5s2Z/T22DT3PfpQvcvpEq89+3zca88+H33fow+3nu36FZ+e1P/tjy/G3XT759pyly507Hj5jfE+zfPiTCUREREREdEkG+jtUwGA0WzyjjzWZ7OpAMASGe4BAJfDIRwDdtWGr36x9bHnfld30x2f7+yxdmncTpfYt3uvuerEKdMftv/11LwrFg8c3fdxqNvlUl19yxobALidLtHR0qYZvCleL9xOl/jR1x5IN5hM3m/84odNwX5unKkkIiIiIqJLlqIyKKXznzs83vOTm///hBjre7ECo5euSgi0R65urY//8rgCL0VlGHemm/6+fjUAmMzmUY9x9Nv9x0IUAOixdmtM5hDv/T99uAUANFrfklmv14uThz4xhUWGex7atDnD2tquK7rrS62PPffbWktkhBcAHtq0ee5Hu9+LGOx749fvaL3imit7q06UmwBgbcqSJcOvvSoic+mvX/tzxWduvLZvvM9lJAaVRERERER06RIC412CCgBtUWvbY6zvxfrS8wwZDDHbogvbL6S/8bJZu9QAEBUX4xne3mPtUkv/3kwhhL/NqslckNc/GICazCYFAKztHRqPxyNs1m7NXQ8/0Hjr3XdYNVpfMtljBw4b85YttD+45af1tRVVbWqNWprMZiVrYZ7DGGKSGfNzjw309asGr/Xf//FCzMnSo+YnXnqmKmfRPMfFPDcGlURERERENGvYjSnOuoQ7a1Ka/jNNBrK/+tQl3FljNyRPSlmRHmu3GgDeeX27pbenR1N3qspwvPSIubW+Sf+zl545DQAup0sAgJSA3jg0CxqXkuQGgPLDx4zX33pL94u//kPijpffiO639aq1Oq38tOSQee+bO6Ne2rfzWNbCPGdSRpp75PUz5uec8bzeeeMtj85oUHKXLLiogBJgUElERERERLNMW3RhZ695fl9M556hOpVRN3ZMVkAJAOnzsp2h4RbPs48+mRIWEe6JS050rly9qif/+qttqdkZjsg50W5jiFECQOaCPPuRD0sCsVp8SpI7NjnBKVQqmTE/x7nljRfK//TEloQXfvN0ouJVRNaivL4nXny6Imth3rjHn5KZ7jh9rMwYjOcm5AWkwZ0sQogwAD09PT0ICwtKqRQiIiIiIroE2Ww2WCwWALBIKW3Dj5WWluZKtWqnTA3vg1F70TNsdA52t0HUdpuFVylcvnx52blOZfZXIiIiIiIimjAGlURERERERDRhDCqJiIiIiIhowhhUEhERERER0YQFNagUQiwQQhwUQnQJIX4tBgutEBERERER0WUpaEGlEEIP4E0ApQCuADAPwNeC1T8RERERERHNPMGcqbwJgAXAt6WUlQAeAXB3EPsnIiIiIqLZzQtAQkquiJxsvtdYAvCc71TN+U64AIsB7JdSDvi//gS+2cpR/LOa+mFNoYCvJg0REREREc1e54kJaqEo7aK1L0VGmWzQql1TNa5Zxe3ViY6BMChKHYC6850upJRBua4Q4ikABinlvw5raweQLaXsGnHuowB+EpQLExERERHR5ShJStk4srG0tDRRCvwUKnENIII5SUYB0gNFvi8kfrx8+fJR34ORghlUPglAK6X89rC2egAFI98MY8xUAkAkAGtQBnNxQgE0AEgC0DvNY6HZge85mkp8v9FU43uOphLfb5ePUABN8izBSmlpqQpAFIAIsKJFsCkAugB0Ll++XBnPA4IZ2VsBLBjRFgpg1JS0lNIJwDmieUasfR2WsLZXSjkjxkSXN77naCrx/UZTje85mkp8v11Wzvn98wc77f4bTbNgRvUHARQMfiGESINvNnImzD4SERERERHRJAhmUPkPABYhxJ3+r78H4G0ppTeI1yAiIiIiIqIZJGjLX6WUHiHE/wLwVyHErwGoAVwTrP6nkBPAYxi9PJdosvA9R1OJ7zeaanzP0VTi+41oGgQtUU+gQyESAVwB4CMpJdc4ExERERERXcaCHlQSERERERHR7MH0u0RERERERDRhDCqJiIiIiIhowi67oFIIcZUQ4rQQwimEqBdC/EoIYZ7ucdGlTQihHfH154QQb07DOL4lhHh6qq9LlxchRIIQok4IYZjusdDMMhP/jRFCHBRCXDnd4yAiorO77IJKAMsARAC4E8DvAHwFwNsjg4KxCCFShBAtQoiVw9oK/G1Jw9p+K4R4fRLGTjOMEOIWIcRBAANCCJsQ4l0hRDaAKACLpmFIMQAWTOSBQgiD/4OWzwV5TDSJhBBVQogvj2iLF0LUCiHWjmjPEkK0CiHmnafbEADJAOKDPFy6hPjfR68IIXqFEN1CiHYAqZjgvzGTKAFAznQPgiaPECLO/0HXV85yfJ0Q4oQQ4qKqFoz1/6AQ4gv+f0/1F9M30Wx3OQaVRgA2KeWrUsrfAPgsfNlo1577YQCAegCbABwZ1nbY39Y4rG0LgB8EZ7g0UwkhfgjgdQB7ABQB2AzgXQB2AG4A0/Ef0ISvK6V0APgifM+HLh2nAHxjRNvDAFIA3DKi/S74/l0/fZ4+3f57/hI1Swkh5gI4CN+HY/8G34ewUQAiMfPeF9P17y1NHRN8H3T9SQgx1ge2fQDyACy/mIuc5f/BXQBul1KyBAnRRQhancoZxAjfPz6DqgEMwPcf5TlJXyrcf4xoc47RVnfxw6SZTAiRDF+dq29LKX83xvGpH1QQSPn/2jv3YK+qKo5/vgKKyGt4hUMJ5iMZ0FQo8zFoKU1iEhlMpo4iVhZq4ysg0wARNEPN9yvMNJlE0hqfqWiigm9FA3F8AKmACigogjxc/bH2uXffX5cL/rhw+V3WZ4a5v7P32efs3+8s1n6sx7FpDd2H4AtzG3CLpK5mNk9SE+CYVNe95NzvA5PMbNVm7WFQUSSLzD+ABcB3zOzjVH45voHRIFZBSe2BAenfgcAhZvZyQ/Ql2OwsSH+XA5Mk9TazfC5XbPZ3A57emBuVjoNJ/qdvzDWDIGiclspWwMfZ8TDc1Ws6VLmHTZG0QtIHkm6QtH2q6yephrKS1EzSXEkHZWWPSxqQPneSNF/SHpLuTy7Ltw8EAAAKzUlEQVSS123qLxlsclrh/z96SuoqqXVtJ0naV9J0ScslPSCpRVbXX9ILklZKek3SMal8H0mvJ5mZntzOzsvatZV0bZKr5ZLulNSp5L59Jb0s6RNJfy2pGyJpdoorflFS31S+l6Q5G+IKHmxR/BN/iXe/dNwH6AQ8DOxanCRpX2BP4MZ0fLakyVl91+Qa2z67dkdJtyc5mylpj+z8HpLuS3ULJP0+lTdJOnE/SROT6+RdIVcVxXDcKnRUsaAEMLMlxecydcyR8hCBAyS9ImmRpCFZu69Iui2VL03jb+tUNwj4L+4R8jhuneyR3bappLFp3F4oaWB23bbpWouSPE4qkfNgC8fMVqSPZwDN8Y00ZfUf4XqwVV3PO30+SdK5kpYkGd4pv5ekyZKGZcfjJF2SHU9P88Er0pxuqqQ2m/DrB0GjoDEuKtsAX0sT8ZnARcA4M3td0rbAA7jCGprqBgFHpra74vEkOc1S2e5ZWQ+gc/rcDo9LegT/PS8CTs4nZ0HlYWazgOuAk4C5wFJ5HMbIbPLcGngUt4aPwF2sDwaQdDTVloBTcdfqE1O7L+Gy9ki69p+A30lqmWR0Cu5ueyUup18GqhYHwG7A3fjE6w/AsZK6p/sOByYAzwO/AIS7b4Pv8HYDmmzcrxNsTsxsGb6APCwV/Rj3xvgj0FXVich+DjxsZsWO/j748y/YFV+M5h4qk3D9djquO08EkMcNP5nqRuDyd2qS/UIn3pWu+RugP3Bo/XzjYFOSdMwZwFgze3sdp5WrY7oA38DH2anpGuNSu3bAE3g4yrjUh28DV6W2F+LhBgeZ2cX4mHt71qff4vJ5AfAf4NfputvhevhHwBX4gnkQEGNwZfIBbqn+LnB+Sd3H+PhV1/PeCRiDj7sjcaPC0JLr7ETNuOE9cNkt2Bkfl7+Xrr8n8JON+E5BsFXQGN1f2wIrgQ7AtqnsWEkP4hPq5vjk/5u4kliCD3Tg1qmP8ouZ2aeS1uALiIKW2XlF9sTXgcPxAXYsvhCYXV9fKtj8mNkvJY3BJ1hdgKOAUfjmwRzc1fpmMxsKkKyNHdPu6vhUNyTV7YfLF1TLzCNmdpykXYCz8I2K/XHXs+7FhE/SgdQc8NoBw83sYrlldFS677vp8ygzG53aHgMsTu1aAatSTElQWdwHjEqLuqOAicBTuL7ZW9JLuEvswKxNJ2rGhxdW9GW47AIsBA42s8+StaljKh+Jx5H3NrMVko4FBpnZakk7pHM+wd0TP00LjapkZsEWzf74BsLNdZxTro5pjo+PY83sXEmHAoOT3J6Czzl6Z+62R1PtWbQIT6zXX9LtwLlm9nnWp5bA3mb2pqTVwNmp/HhcZ/Yys1cldQGuzvoUVBhm9lKxMStpgZldk6pW4vO6up53c1x+e5nZTHnixVLdtJSac7pWwJvZcXNgDdDHzBYmGQ/9FgTroTFaKncAHjKzPma2G56EYDa+Y7o3voh8GrgG3xXtYWbzU9sWePxlKUvxQbh4tUSz7LzCxeYcM/vczNam48a4YN/qMLP5ZvaYmU00s4HArfguKvikekR2+lp8F7Uzvgi8IavLEwC0T+eek47XpL9Ngf2AJ0ssCN2B17LjOUDhqlPIWxPcgt4cuH4d922Bx6sElcdUfME3LP292swW4+6CB+AT6zlm9mDW5jNq6qHCQr06KzsrS06xNjunN3Br5pJWKr8Ao82s0INrCJ1XKXTGk9nVtegqV8e0x8fLcem40G1NcN12T+5uS03ddgRuMX8MGAzcX9Kny8ysmPiXyupUM3u1lv4EFYqZ3YNbGK+UdEIqXotv2Nb1vNvjumtmOq5NN1XN6RJVcz95dtnWuLwtrOMaQRCU0BgXlaWufTOBGbhCaIHv3o/ALUHXm9lKeSwS+K6/1XLNfFercCcrzusArALywO/lbEBioGDLRFJTSWNKY3LkCVK6AO+noqXJNbFgGT7hL6zYrbK6BVTLRAfgrSzhU7HQa4cPkFWxafJXQ3wLtygVzC82L9KCYFW674frue+65DvY8pmJ78Sfh1u4i+QlzwMH4VagS0vaLMT1XV3kSccK+QWXpVI5aiNpG1x+wV3QCkLnVQ5v4c+yKl5RnjtgrKQzU1G5OqYD8Ey22VCXbuuLW38WpvssNrPLzewH+MZdL3nCtIINldXFqb8hjxWOmd2Au5/+WdJpqXh9z7sD69dNpZbKfGxsn45DvwXBF6Qx7rwI6CbpJOCreLzk7sBx+GLgZHwXtHPakToMOEJSsTjctpZrfohbQKF6l784T8CKlDm24F22vPd8BRvOdsBpwEBJ1+Ny0xV3l94Z6Is/31Kr9lxgt+QuOA24VNKl+OTnp7j7WEtcZvK2i3G3np7APcDpkkbjsSXDcYtoMZlruq77AncC84AJkiakPg8APkkuueuS72ALx8xM0uP485yQVT2Hxx0tBv5W0mwWcJakwfhm2+GpvCnVuj+XpbnAd9LnKcBQSe/jOu9o3ELVB5fV0rah8yoEM3tW0lTgXnnype2AnwG74BbvvShfx5TqtuJVXIVuu0rSLHxD+1e4bH2YLFHDcTfGZXgs23LgvdS+VO/NBbZPro9TgOHpu8zG4zSb4TF5ke26QlB1krs1ebmZjU+bWVfglspTgOvqeN61yWDpu5nzOR3UHBsLw0HpNfb84t8qCLYuGqOl8gXcsnMBrmzuBnqa2WQzm4ovMnfEXXvG4oPVISl19VvU3A0tWILHcxSvHZlN9WA3C0/ikifEmEZNF7OggjCz5fjkeQaehOQmPGHPE3hMz1Pp1BdLmj5Mdbzk8cB84DLgBDwJxWzg68ArZG6oSaamA2vM7FE8wcBgfLFwPi5/xaLSqBknB/6+reZmtgZPXtAET35xBO4uuRpPTDAPd2sLKpPJ+OLxmazs77gsXVDLO9ZuwmX0WjxxxadUp+3fFpeF97Lz/021p8eFwB24/J+X6m7BdesbqV2+KTkNn5gFlcEgfEPiEvz5vgzsa2aT2DgdM4PqTQfMbAEuL5/jMZzj8fjxM3DXxm1w3fYQrhdH42ED3YEfZq/G+Qy31hfMAN4B2pjZQ3h85SA8eRV4aEHvcn6YoEF5B89PUYOUuGkILivPUffzfp6a869n+P9Nkqo5XeKNdG/wTeS51PTqeYpwqw6C9aKaBragIKWPXpYsBHcAzcxswPraBUF9klxulwH9zOyxhu5PEARBfSBpR3zjrZuZzWvo/gSNmyIfRkosdgqeTKptQ/crCBoTjdFSWV/cC1ycPq8liwUJgs3IIXimzpnrOS8IgqCS6IdvmNXmHRQE9c1I4NHkShtzuiDYBDTGmMr64i/ANZLexmPormzg/gRbAZJ2Bnqlw474u9nuNbNFDderIAiCjUNST6rfJdgVd7u9xcJdKtg8TMRdtS/BMxE/27DdCYLGRywq14GZ3ZjeHzgGfwH0+AbuUrB1cDAez9YRj5/7Fx6DFARBUMn0B87E3yW9EH8907AG7VGw1WBmsyQdhyf8WYTHZAZBUI9ETGUQBEEQBEEQBEFQNhFTGQRBEARBEARBEJRNLCqDIAiCIAiCIAiCsolFZRAEQRAEQRAEQVA2sagMgiAIgiAIgiAIyiYWlUEQBEEQBEEQBEHZxKIyCIIgCIIgCIIgKJtYVAZBEARBEARBEARlE4vKIAiCIAiCIAiCoGxiURkEQRAEQRAEQRCUzf8AeBtVwAfJ20oAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def config_axes3(ax,data):\n",
    "    base_x = np.arange(1,11,1)\n",
    "    comm_style = {\n",
    "        \"markersize\":10,\n",
    "        \"marker\":\".\"\n",
    "    }\n",
    "    \n",
    "    line1, = ax.plot(base_x,data + 1 + np.random.randint(1,4,size=10),color=colors[0],**comm_style)\n",
    "    line2, = ax.plot(base_x,data + 2 + np.random.randint(1,4,size=10),color=colors[1],**comm_style)\n",
    "    line3, = ax.plot(base_x,data + 3 + np.random.randint(1,4,size=10),color=colors[2],**comm_style)\n",
    "    line4, = ax.plot(base_x,data + 4 + np.random.randint(1,4,size=10),color=colors[3],**comm_style)\n",
    "    \n",
    "    \n",
    "    ax.xaxis.set_ticks(np.arange(1,11,2))\n",
    "    ax.xaxis.set_ticklabels([\"Beijin\",\"Shanghai\",\"Wuhan\",\"Changsha\",\"Nanjin\"],family=\"fantasy\")\n",
    "    ax.yaxis.set_ticks(np.arange(0,25,2))\n",
    "    \n",
    "    return line1,line2,line3,line4\n",
    "    \n",
    "def set_example3(data,colors):\n",
    "    \n",
    "    fig = plt.figure(figsize=(10,5),dpi=100)\n",
    "    ax = fig.add_subplot(1,1,1)\n",
    "    \n",
    "    line1,line2,line3,line4 = config_axes(ax,data)\n",
    "    \n",
    "    common_config = {\n",
    "        \"prop\":dict(family=\"fantasy\",size=10),\n",
    "        \"ncol\":1,\n",
    "        \"borderaxespad\":0,\n",
    "        \"labelspacing\":2\n",
    "    }\n",
    "    \n",
    "    handles = [line1,line2,line3,line4]\n",
    "    labels = [\"Line-1\",\"Line-2\",\"Line-3\",\"Line-4\"]\n",
    "    legend = Legend(ax,handles=handles,labels =labels,loc=\"lower left\",**common_config)\n",
    "    ax.add_artist(legend)\n",
    "    \n",
    "    # legend实例的方法\n",
    "    # 获取背景板Rectangle\n",
    "    patch = legend.get_frame()\n",
    "    patch.set_facecolor(\"#caf7e3\")\n",
    "    # 关闭边框,此时，以上的背景板配置都是无用功，底部完全透明\n",
    "    #legend.set_frame_on(False)\n",
    "    \n",
    "    # 设置标题\n",
    "    legend.set_title(\"Line\")\n",
    "    # 获取标题text\n",
    "    title = legend.get_title()\n",
    "    # 配置标题样式\n",
    "    title.set(fontsize=12,family=\"fantasy\",color=\"#f39189\")\n",
    "    \n",
    "    # 设置图例的位置\n",
    "    legend.set_bbox_to_anchor((1.01,0))\n",
    "    \n",
    "    \n",
    "    \n",
    "set_example3(data2,colors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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